{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-03-22 13:39:17,920 Start to load dataset\n",
      "2022-03-22 13:39:17,938 Done with load dataset\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import logging\n",
    "import joblib\n",
    "from sklearn.datasets import fetch_olivetti_faces\n",
    "\n",
    "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(message)s')\n",
    "\n",
    "data_home='../../data'\n",
    "logging.info('Start to load dataset')\n",
    "faces = fetch_olivetti_faces(data_home=data_home)\n",
    "logging.info('Done with load dataset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample count: 400\n",
      "Target count: 40\n",
      "Image size: 64x64\n",
      "Dataset shape: (400, 4096)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "X = faces.data\n",
    "y = faces.target\n",
    "targets = np.unique(faces.target)\n",
    "target_names = np.array([\"c%d\" % t for t in targets])\n",
    "n_targets = target_names.shape[0]\n",
    "n_samples, h, w = faces.images.shape\n",
    "print('Sample count: {}\\nTarget count: {}'.format(n_samples, n_targets))\n",
    "print('Image size: {}x{}\\nDataset shape: {}\\n'.format(w, h, X.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_gallery(images, titles, h, w, n_row=2, n_col=5):\n",
    "    \"\"\"显示图片阵列\"\"\"\n",
    "    plt.figure(figsize=(2 * n_col, 2.2 * n_row), dpi=144)\n",
    "    plt.subplots_adjust(bottom=0, left=.01, right=.99, top=.90, hspace=.01)\n",
    "    for i in range(n_row * n_col):\n",
    "        plt.subplot(n_row, n_col, i + 1)\n",
    "        plt.imshow(images[i].reshape((h, w)), cmap=plt.cm.gray)\n",
    "        plt.title(titles[i])\n",
    "        plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1728x633.6 with 12 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_row = 2\n",
    "n_col = 6\n",
    "\n",
    "sample_images = None\n",
    "sample_titles = []\n",
    "for i in range(n_targets):\n",
    "    people_images = X[y==i]\n",
    "    people_sample_index = np.random.randint(0, people_images.shape[0], 1)\n",
    "    people_sample_image = people_images[people_sample_index, :]\n",
    "    if sample_images is not None:\n",
    "        sample_images = np.concatenate((sample_images, people_sample_image), axis=0)\n",
    "    else:\n",
    "        sample_images = people_sample_image\n",
    "    sample_titles.append(target_names[i])\n",
    "\n",
    "plot_gallery(sample_images, sample_titles, h, w, n_row, n_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=0.4, random_state=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting train datasets ...\n",
      "Done in 0.11s\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "start = time.perf_counter()\n",
    "print('Fitting train datasets ...')\n",
    "clf = SVC(class_weight='balanced')\n",
    "clf.fit(X_train, y_train)\n",
    "print('Done in {0:.2f}s'.format(time.perf_counter()-start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicting test dataset ...\n",
      "Done in 0.09s\n"
     ]
    }
   ],
   "source": [
    "start = time.perf_counter()\n",
    "print(\"Predicting test dataset ...\")\n",
    "y_pred = clf.predict(X_test)\n",
    "print('Done in {0:.2f}s'.format(time.perf_counter()-start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_confusion_matrix(cm):\n",
    "    # Show confusion matrix\n",
    "    plt.figure(figsize=(8, 8), dpi=144)\n",
    "    plt.title('Confusion matrix of the classifier')\n",
    "    ax = plt.gca()                                  \n",
    "    ax.spines['right'].set_color('none')            \n",
    "    ax.spines['top'].set_color('none')\n",
    "    ax.spines['bottom'].set_color('none')\n",
    "    ax.spines['left'].set_color('none')\n",
    "    ax.xaxis.set_ticks_position('none')\n",
    "    ax.yaxis.set_ticks_position('none')\n",
    "    ax.set_xticklabels([])\n",
    "    ax.set_yticklabels([])\n",
    "    plt.matshow(cm, fignum=1, cmap='gray')\n",
    "    plt.colorbar();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "confusion matrix:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1152x1152 with 3 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "cm = confusion_matrix(y_test, y_pred, labels=range(n_targets))\n",
    "print(\"confusion matrix:\\n\")\n",
    "# np.set_printoptions(threshold=np.nan)\n",
    "# print(cm)\n",
    "draw_confusion_matrix(cm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "          c0       1.00      0.33      0.50         3\n",
      "          c1       1.00      1.00      1.00         6\n",
      "          c2       1.00      0.75      0.86         4\n",
      "          c3       0.67      1.00      0.80         2\n",
      "          c4       1.00      0.86      0.92         7\n",
      "          c5       1.00      0.62      0.77         8\n",
      "          c6       1.00      1.00      1.00         6\n",
      "          c7       0.75      1.00      0.86         3\n",
      "          c8       1.00      1.00      1.00         5\n",
      "          c9       1.00      0.60      0.75         5\n",
      "         c10       1.00      1.00      1.00         5\n",
      "         c11       1.00      1.00      1.00         2\n",
      "         c12       1.00      0.33      0.50         3\n",
      "         c13       1.00      1.00      1.00         3\n",
      "         c14       1.00      1.00      1.00         3\n",
      "         c15       0.38      0.75      0.50         4\n",
      "         c16       1.00      1.00      1.00         2\n",
      "         c17       1.00      1.00      1.00         2\n",
      "         c18       0.75      1.00      0.86         3\n",
      "         c19       1.00      1.00      1.00         3\n",
      "         c20       0.25      1.00      0.40         1\n",
      "         c21       1.00      1.00      1.00         4\n",
      "         c22       0.75      0.75      0.75         4\n",
      "         c23       1.00      1.00      1.00         3\n",
      "         c24       0.75      1.00      0.86         6\n",
      "         c25       1.00      0.80      0.89         5\n",
      "         c26       1.00      1.00      1.00         3\n",
      "         c27       1.00      1.00      1.00         3\n",
      "         c28       1.00      1.00      1.00         4\n",
      "         c29       0.80      1.00      0.89         4\n",
      "         c30       1.00      0.33      0.50         6\n",
      "         c31       1.00      0.80      0.89         5\n",
      "         c32       1.00      1.00      1.00         5\n",
      "         c33       1.00      1.00      1.00         7\n",
      "         c34       1.00      1.00      1.00         3\n",
      "         c35       1.00      1.00      1.00         4\n",
      "         c36       1.00      1.00      1.00         2\n",
      "         c37       1.00      1.00      1.00         2\n",
      "         c38       1.00      1.00      1.00         5\n",
      "         c39       0.56      1.00      0.71         5\n",
      "\n",
      "    accuracy                           0.88       160\n",
      "   macro avg       0.92      0.90      0.88       160\n",
      "weighted avg       0.93      0.88      0.88       160\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "print(classification_report(y_test, y_pred,\n",
    "                            target_names=target_names))\n",
    "# print(classification_report(y_test, y_pred, ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exploring explained variance ratio for dataset ...\n",
      "Done in 1.88s\n"
     ]
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "print(\"Exploring explained variance ratio for dataset ...\")\n",
    "candidate_components = range(10, 300, 30)\n",
    "explained_ratios = []\n",
    "start = time.perf_counter()\n",
    "for c in candidate_components:\n",
    "    pca = PCA(n_components=c)\n",
    "    X_pca = pca.fit_transform(X)\n",
    "    explained_ratios.append(np.sum(pca.explained_variance_ratio_))\n",
    "print('Done in {0:.2f}s'.format(time.perf_counter()-start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x864 with 1 Axes>",
      "image/png": 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+r4vb2tv43i7On87+62nUbdkRMYa985GVU/v8Wy/u9qp9tX/fF0TEoWWuTyn6+7vQPsSvL73R7sm3Y/L56J4hIo4iG5ZYeH05tD/r1G7+XXlBvt1JFvIPFNeQDTkeAfxrqTd1WjilPQj7T7JhuF192n/P35APv5YkDXEGZ5IkVUj+R9s1ZBP43wV8PKX0MPAv+SWfzP9I7soY4F1FnltHtuAAwI9TSl1Nsl1oW749pNiKcRExn70B0YHyLbL5jY6JiP/X3YUR0XlS+h/l28vySd47ex3ZqoT90T4c80URcQxwdqfjnbW38fzOJ/I/wLtaRbEcuiw7935Km0eut75N9j2c19P3sMAfgNVk89R1u0Jjke97OfT3d2F7vp3Qh7LvAx7Lv35fF9dckW9XAn/qQxld+SlZ6DcZWNT5ZB6m/X/t13azgMABlw/f/Gy++w8R0W1vsIgYHRHfIO8JGRFHsneF1O+nlLZ29SFbQXYnWa/DF+2H15EkDTAGZ5IkVc7lZD04dgIXF/wh+kWyFRlHA9/uplfDNuCjEfGuiBgFEBFzyP6wO4ZswvZPlFiXpWQTfwfwg/wPSSKiJiJeCfwO6Dxcbb9KKf2VvRNwfzki/iMiOoaKRUR9RJwbEd9hb1DW7ktkK1seBPymfT6i/H3eCFzN3oCkr/X7I/A42fDM75AFPUu6Wg2RrA0BPhgRL8uHZhIR84BfkA0P7GqV1P5qL/slEfFvBfOyTYmITwL/RjbBelnlbfG/+e6XIuKKwjAqImbnx95WcE8z8A9kgdvfRsTPIuLEgntqIuKUiPgvSutN2Vv9/V1o//6/Mp83q2R5yP2BfPdlEfGFiJiclz85Ij7P3h5PHyjTRPztZa8Crsp3PxERi/IQvr2X2y/JVv7dxf4Nefvq/WShawDfiIjvRsTphf9+RsSR+SIZj5Mt7tHuTfl2eUrpvu4KSSntBn6d7zpcU5KGAYMzSZLK43kRsa6Hz+faL46I44GP57vvSSm19zJp/+P5zWQrHj6HvX9Id3Yd8HOynhbbImIL2R+ELyKbn+mSlNLjpVQ+/wP8nWQ9ThYCyyJiO1lA8BOy1R//qZRnldk/A18h+2+WfwVWR8S2iNhKFnz9BngDe1fRBCCltIVszqLdwCnA/fk9DWS9oJbkz+2v9mGZJ+XbrnqbQbZS6uPAOOBnwO6I2EYW1LwQeBvZCptll1L6LVmPIsh+7nZExGay+cTeC3yNfVcHLad/IhvWWg18GFgfEVsiYgfZaq8fBqZ2qu/PgUvJht+9DLg3InZFxCay7+mfyXo/9SqYKkUZfhe+ndf7+cDGiHgqIlZGxG0llv8D4GP57j8AG/Lv1QbgH/Pjn0gp/V9v3qtE7yELBuvIAs+G/N+VR8jaohF4fUrp0f1Qdr+klFqA88l+r9vIAsbbgMaI2BQRTcAysl6MU8l+3jfmPX8vzh/z02c8uLif5NsL91OvR0nSAGJwJklSedSQDd3p7jMeICLaeyjVAb9MKf1v54flcyu9I999fxfzHSWyCeffTRa+1JKFbdcDz0spfb83L5BSupasB9zvyAKmGmAVWeDzLLJeOAdUSqk1pfR2shDiO3l96sjmAnuCLDj8B+CiIvfeTFbvH5BNZF5HNrztCrL3bCxDFQuDskTX85uRUtpMNo/YV9jblrvJQrSzUkrXlKE+3XktWfi4FGgm65lzO/B3KaW37q9CU0qNKaXXkgVgvyAL68aQ/YzdRdZT6Ooi930DOJosGH6ILAweR9YzbjFZ4Hb0fqpzn38X8uHWLwRuIAt3p5INCZzR1T1FnvEB4ByycHwjMJbsvX8O/E1K6d96/VKllbuLbD66twK3kvUuG0327l8F5qeUrtsfZZdDSqkp//fieOC/gL+QLRYyjuxd7gU+D5ySUnppvujDWewdtl1qcPZLsn8/6sh+ryRJQ1iUNu2JJEkaKCLiCrLQ4JsppTdXtjaSJEnS0GWPM0mSJEmSJKkIgzNJkiRJkiSpCIMzSZIkSZIkqQiDM0mSJEmSJKkIFweQJEmSJEmSirDHmSRJkiRJklSEwZkkSZIkSZJUhMGZJEmSJEmSVITBmSRJkiRJklSEwZkkSZIkSZJUxIhKV0B7RcQKYBywssJVkSRJkiRJGipmAdtTSrN7e6PB2cAybtSoUZOOOeaYSaXe0NDQAEB9ff1+q9RQYVv1ju1VOtuqdLZV6Wyr0tlWpbOtesf2Kp1tVTrbqnS2Velsq9LZVqUbSm21dOlSdu/e3ad7Dc4GlpXHHHPMpLvvvrvkGxYvXgzAwoUL90+NhhDbqndsr9LZVqWzrUpnW5XOtiqdbdU7tlfpbKvS2Vals61KZ1uVzrYq3VBqq5NPPpl77rlnZV/udY4zSZIkSZIkqQiDM0mSJEmSJKkIgzNJkiRJkiSpCIMzSZIkSZIkqYhBF5xFxEUR8YWIuDUitkdEiojv9PFZMyLi6xGxJiIaI2JlRHw2IiZ2c8+xEfHDiNgQEXsi4pGIuDIiRvX9rSRJkiRJkjTQDMZVNT8AnADsAJ4E5vXlIRFxBHAHcDBwHfAw8BzgXcB5EXF6SmlTp3tOBW4EaoAfA6uBFwAfAs6JiHNSSo19qY8kSZIkSZIGlkHX4wy4HDgKGAf8fT+e82Wy0OydKaWXp5T+NaX0AuAzwNHAxwovjohq4BvAaOCilNLrU0r/ApwK/AQ4Pa+bJEmSJEmShoBBF5yllG5KKS1LKaW+PiPvbXYusBL4UqfTHwZ2AhdHxJiC42cBxwC3pJR+XlCfNuCf8923RUT0tV6SJEmSJEkaOAZdcFYmZ+fb3+bBV4eUUgNwO1nPstMKTr0g397Q+WEppeXAo8DhwJyy11aSJEmSJEkHXPSj41bFRcRC4Cbg/1JKb+zFfZ8E3gu8N6X0qSLnvwi8A3h7Sukr+bEfAReRDdP8SZF7rgdeApyfUvp1D+Xf3cWpeXPnzh191VVXlfoqNDQ0AFBfX1/yPcOVbdU7tlfpbKvS2Vals61KZ1uVzrbqHdurdLZV6Wyr0tlWpbOtSmdblW4otdWiRYtYtmzZPSmlk3t773DtcTY+327r4nz78Qn9vEeSJEmSJEmD1GBcVXPQ6yrhjIi76+vrT1q4cGHJz1q8eDEAvblnuLKtesf2Kp1tVTrbqnS2Velsq9LZVr1je5XOtiqdbVU626p0tlXpbKvSDaW26k+vueHa46y9d9j4Ls63H9/az3skSZIkSZI0SA3X4OyRfHtUF+fn5ttH+3mPJEmSJEmSBqnhGpzdlG/PjYh92iAi6oHTgV3AXQWnbsy353V+WETMIQvUVgHLy15bSZIkSZIkHXBDOjiLiJqImBcRRxQeTyk9DvwWmEW2emahK4ExwLdTSjsLjt8MLAXOjIgLC8qoAv4z3/2fNJiXKZUkSZIkSVKHQbc4QES8HHh5vjs13z43Iq7Jv96YUnpv/vWhZGHXKrKQrNDbgTuAz0fEOfl1pwJnkw23fH/hxSml1oi4hKzn2Y8j4sfAE8A5wCnA7cBn+v2CkiRJkiRJGhAGXXAGnAj8Xadjc/IPZCHZe+lBSunxiDgF+AjZ8MvzgbXA54ArU0pbitzzx4h4NlmvtHOB+ry8jwCfSCk19uWFJEmSJEmSNPAMuuAspXQFcEWJ164Eopvzq4FLeln+X4FX9+YeSZIkSZKkAy2lRGNLGzsbW9jV1Mru5lZ2Nrawu6mVnU2t7Gra+/XuppZ8mx1f+eQeGlvhJ2vv5Qt/+6xKv0rFDLrgTJIkSZIkaShpbUv7hFi7mrKga1d7oNXYyq7mVnY1th/Pg7CmVnYWXLurSADW1s+Z2J/avbE8LzlIGZxJkiRJkiT1IKVEU2sbuzqFWDvzwGtXp8Cr4+vOoVeRAKyxpa3Sr9elXU2tla5CRRmcSZIkSZKkIaOtLWVDEtt7cDW2srs5C6juXt9CYys8edeqZ4RdOzsNW9wnAMvDr9b+dt+qgNrqKkbXVTO6pppRtdWMqRvBqJp8W5sdb/96TG01o2pHMLq2mlWPPUrdCDj1pBMr/QoVZXAmSZIkSZIOuKaWtn2GGu7eJ7xq763Vwq7m1n0CsJ2N+ZDE/OvO9+1pLqH31pIH9/8L9tLo2mpG56HV3s/e/VG1IxjTfrwuOz5qn9ArP5Z/PSq/tqa6qk/1WbxrOQDPO/Kgcr7moGNwJkmSJEmSStLS2kbDnhYa9rSwfU9z/nVz0f2GPS0F828VDFtsamF3cyvNrYOv99aIqmB0bUFvrYJwqzCs2jcA6/R1XfUzrh85opqqqi7XNlQFGZxJkiRJkjQMtLYldhQEXM8MuvYe354HX53PDZb5rkbVtPfMqmZ0Td4jq66aXdu3UlcNs2dOZ1TNCMbUPbOHVvvXHduCZ9SO6FvvLQ1eBmeSJEmSJA1wbW2JhsZ9e3O1f/2XVc3sbkncuXvpM85t3703+No5wEKv6rz3Vte9tYr02qrrrkfX3uGLXfXeWrx4MQALFy44gG+qwczgTJIkSZKk/aitLbGzqaXTEMf23l379uravrt4ONbQ2NJzQcuW7/d3iYD6uhHUj6yhfuQIxuXb7FPDuFF7z9WPrMnn5MqHMtbtnadrVG01tdVVRDg8UQObwZkkSZIkSV1IKbGzqXXfcKs9ANtdfKhjQ6fhkDsaW0gDZDqvLPQqCL5G7Rt8dQRg+4Rie68ZUzvCubg0rBicSZIkSZKGpJQSu5tbO0KtbV315uoIw4rP7dU2QEKvsR2h174hV8PmDYweERx31BzGdTpXGI6NNfSSes3gTJIkSZI04KSUaGqDDdv3dBrO2B5wPbN3V8dQx8a951oHSOo1urZ6n95cnXt37TPUsa5T8DWyhrEjR1Dd47xdRx7AN5KGB4MzSZIkSdJ+19TSxtZdTWza2cSWnU1s3pVt9+43s3lnI5t3NrNlZxMbd+yhpQ343R8qXXVG1VQ/o6fXuMLeXHXP7AVWP3IE49t7etWNYES1qzFKg5HBmSRJkiSpV9raEtv3NLN5Z1PHZ8uuJjbvLAi/dhWc29lU2uT2+0HdiKq9vbpGFfTu6tyrq2Cur85ze9UYeknDlsGZJEmSJA1j7fOAZQFXM5t2NnaEYPv2CMu3eUh2IEZAjgiYMKZ2n8np2wOvvUFXew+wYis91lA7wtBLUt8ZnEmSJEnSENLc2saWXVkI1tEjrCD02ts7bO9QycaWtv1er+qqYOLoGiaOrmXSmOwzcUwtk4rtj63lwbvvoq46WLhw4X6vmyR1xeBMkiRJkgaolBLbd7ewuSDoKhaEFe5v33NghkTWjxyRhV0Fwdfe/Romjalj0pi9Qdm4kTW9WtFxWbWrP0qqPIMzSZIkSTpAmloTDU2JB5/atk/Pr8KeYJt27J0vbOuuJloOwJjI2hFVTC4IwSaOqS3Yr8l6grV/RtcyYXStQyAlDQsGZ5IkSZLUBy2tbWzdXXwesMKVIgt7hu1ubs1uvvm2/VavCJg4upaJo2uYPKaOiWNqntEzbN9grJbRtdVE2MNLkjozOJMkSZI07KWUaGhs2Xf4YxcrRbYHY9t2Nx+Quo2tG5GFX6P3nQesI/wqGCI5eUwt40bVUN2LIZGSpK4ZnEmSJEkacppa2ti0s7FjpcjNu5rYvKPxGT3AOibJ39VEc+v+HxJZHVBfG0ydOLZoz6995wmrZeKYGupGVO/3ekmSijM4kyRJkjSo7GpqYe22Pazftoe12/awbvse1hVs127bw6adjaT9n4MxYXRNx7xfhStCduy3T5I/OgvB/nLnbUQECxeeuf8rJ0nqN4MzSZIkSQNCSomtu5r3CcLWbtvDum27Wbe9Mdtu27PfVo0cXVudDXccW9Dja5/9mn32x4+qYUR17ybIdx4xSRpcDM4kSZIk7XetbYmNOxr3BmHb9rB2+95eY+vzkKyxpa0s5UXA5DF1+RxgBZPkj67dZ4XIwiGSI2scEilJ2pfBmSRJkqR+aWpNbG1M/HH5pqLDJtdv38OGhkZa28ozdrK2uoqDx9UxbfxIpo4fxdRxdfl2JFPHj2Ta+JFMqa+jppe9wSRJ6szgTJIkSVKXGvY0dxo2WTCnWP715p1N2cW33NXv8sbUVufh1ygOGTcyD8dGdoRiU8ePZNLoWqpcNVKSdAAYnEmSJEnDUFtbYvOupo4ArHDY5LrtuzuO72xqLVuZk8fUdoRhh4wfybRx+Tb/HDJuJPUja8pWniRJ/WVwJkmSJA0xza1tbGho3KdX2Lptu/eZS2zD9kaaWsszn1hVwIS64PCDx3cEYHu32RDKg8fVOYeYJGnQMTiTJEmSBpHdTa35sMndRYdNrt22h407GknlmU6MkTVVe4dJjsvmFCsMx6aOH8lDd99JVQQLF55enkIlSRogDM4kSZKkASClxLbdzR3hV8ewycJwbPsetu1uLluZ40fVdArF9n6m5cfGj6ohovv5xJb2cF6SpMHK4EySJEnaz1rbEpt2NObzh+272uTabbtZv72Rtdt2s6e5PEMnI+CgsXXP6BnWOSQbXeufA5Ikdcf/pZQkSZL6obGllQ3bC0Ox3azb1si67bs7eo6tb2ikta08YydrqqPTHGIFc4nlAdnB9XXUVFeVpTxJkoYzgzNJkiSpC7tbEo9taGDdtsZnzimWbzftbCpbeWNqq/NhkqOesfpkeyg2aXQtVVUOjZQk6UAwOJMkSdKwtm13Mys27mTlxp0s37iTFRt3smLjDh5fv5PdLcDvbylLOZPG1O4zj9i0cXkoVjB0sn5kTVnKkiRJ5WFwJkmSpCFvT3MrqzbtYsXGHVk49nR7QLaz3z3GqquCg+vris4hNjUfQnnwuDpG1lSX6W0kSdKBYnAmSZKkIaGltY2ntu5med57rD0YW/70TtZs203qwxRjNVVw6MTRBRPsj2LquLpsm/cWO2hsHdUOnZQkaUgyOJMkSdKgkVLi6YbGgiGVWTC2YuMOnti8i+bW3qdjdSOqmH3QmH0+c6aM4alH7qe+Bs4+++z98CaSJGkwMDiTJEnSgLNtd3NHr7HCecdWPL2TnU2tvX5edVUwY+KovcHYQWOYfdBYZk8Zw7RxI4tOtt+wwl5kkiQNdwZnkiRJqoj9Me/YIePq8nBsbB6OjWH2lDHMnDia2hFVZX4DSZI01BmcSZIkab9pbUs8tWU3yzfu6AjF+jvv2LiRI5g9pSAYyz+zDhrD2Dr/81aSJJWP/2UhSZKkfulq3rGVm3byxKZdNLW29fqZxeYda/9MGlNLhMMoJUnS/mdwJkmSpJKUe96xqoCZk0b3at4xSZKkA8ngTJIkSR2KzTu2clMWkm3c0d95x8Z0zD82+6AxHDbJecckSdLAZnAmSZI0zOyPecfqR45gjvOOSZKkIcb/ipEkSRqCOs87tnLjTv708B7W72xj4+9u6NO8Y7Ujqpg9ee9KlXuHVzrvmCRJGpoMziRJkgaxvs071nWXsq7mHZt10Gimjx/lvGOSJGlYMTiTJEka4PY0t/LE5l0sf7ogGNvYv3nHDq7P5h2bM8V5xyRJkrpicCZJkjQA7M95x2ZPHs3sg8ay++lVTB0dXHTeWc47JkmSVAL/i0mSJOkASSnx9I5GVjxdEIzl2yc27drv844tXvwUgKGZJElSifyvJkmSpDJramnjkXUNPP70jn3mHVu5cRc7Glt6/byqgBkTC+Ydm7J31UrnHZMkSdp/BmVwFhEzgI8A5wGTgbXAz4ArU0pbevGcVwH/CDwLqAWWA98BPpVSaup07SxgRTeP+0FK6XWlv4UkSRoKUkqs2rSL+5/cyr1PbOW+1Vv565rtfeo91nnesVmTs69nThpN3Yjq/VB7SZIkdWfQBWcRcQRwB3AwcB3wMPAc4F3AeRFxekppUwnP+Tjwb8AO4CfAZuAM4OPAORHx4pRSc5Fb7ycL6Tp7sPdvI0mSBpvNO5u4/8mt3JeHZPc/uZWtu4r9J0Nx9XUj9p2Qf0o2tHLWQWMcQilJkjTADMb/OvsyWWj2zpTSF9oPRsSngcuBjwFv6+4BEXESWWi2FTg5pbQ8Px75899G1hPt00Vuvy+ldEW/30KSJA14e5pb+eva7fuEZKs27Srp3sMmjWbe1HrmTBmbzTmWh2WTO807JkmSpIFrUAVneW+zc4GVwJc6nf4wsAi4OCLek1La2c2jXp5vv9oemgGklFJEvI8sOHsHxYMzSZI0BLW1JZZv3Mn9q/eGZEvXbqe5teflLCeMruGEGRM4YeYEnjVzAgtmjGfy2LoDUGtJkiTtT4MqOAPOzre/TSntM3FISqkhIm4nC9ZOA/7QzXOm5tvlnU+klLZExBZgTkTMTil1ntdsekT8P7K51TYBd6aUlvThXSRJUgU93dC4T0h23+qtNOzpeeL+2uoqjp0+jhNnTuDEmVlYNmvyaHuRSZIkDUGRUs//L+pAERGfBN4LvDel9Kki579I1lPs7Smlr3TznPb5zT6ZUvrnTucmAO0LDLw4pXRDfnwWXS8OsBj4u5TSEyW+x91dnJo3d+7c0VdddVUpjwGgoaEBgPr6+pLvGa5sq96xvUpnW5XOtiqdbVW6UtqqsTWxansbj29tY8W2Vh7f2samPaX9N9DU0cHsCVUcMb6aOROqmFlfRc0gXcXSn6vesb1KZ1uVzrYqnW1VOtuqdLZV6YZSWy1atIhly5bdk1I6ubf3DrYeZ+Pz7bYuzrcfn9DDc35JFpxdFhFfTimthI45zj5WcN3Egq93AR8lWxigvafaAuAKsp5wf4iIE3sYIipJkvaztpRYuyPx+LZWlm9rY/nWNp7c0UZbCTlZfQ3MmVDNnPFVHDGhilnjqhlbOzhDMkmSJPXfYAvOyiKldHtEfA24FFgSEYWrai4gW6lzHtBWcM8G4EOdHnVLRJwL3AacCrwV+FwJ5RdNOCPi7vr6+pMWLlxY8rssXrwYgN7cM1zZVr1je5XOtiqdbVU626p0195wI8u3tdFSM5X7ntjKA09tY0djz0Mu60ZUcfyh4zuGXJ44cwIzJo4a0kMu/bnqHdurdLZV6Wyr0tlWpbOtSmdblW4otVV/es0NtuCsvUfZ+C7Otx/fWsKzLgP+lG9fAyTgLmAh8AGy4GxDTw9JKbVExFfJgrMzKSE4kyRJfbOzsYUlT27L5iTLV7pct31PfvbxLu+LgCOmjN0nJDt6aj011VUHpuKSJEkalAZbcPZIvj2qi/Nz8+2jPT0oZZO7XZV/9hER88l6m91TYr2ezrdjSrxekiT1oKW1jUfX79gnJFu2oaGkIZdT6uv2CcnmzxjPuJE1+7/SkiRJGlIGW3B2U749NyKqClfWjIh64HSyucju6msBEbEQOAz4RUqpq7nUOjst3z5jlU5JktSzlBJrtu3pWOWyfcjl7ubWHu+trYbZ46pYOH8WJ+RB2bTxI4f0kEtJkiQdGIMqOEspPR4RvwXOJVs98wsFp68k6/H1v4UT9EfEvPzehwufFRHjUkrbOx07HPgq0EQ2XLPw3EnAfYVhXX78HODyfPc7fX87SZKGj+17mlmyOhtyee8TW7n/ya083dDY431VAUcdUs+JMyd0hGRrlt5NdVWwcOExB6DmkiRJGk4GVXCWeztwB/D5PLRaSja/2NlkQzTf3+n6pfm28//t/LU8KLuHbGGA2cCFQA1wcUppSafrPw3MjYg7gCfzYwuAF+RffzCldEd/XkySpKGoubWNh9c2cF8+5PL+J7fy+NM7SCUMuZw2fuQ+Idn8Q8czpm7f/3xZ/4g9yyRJkrR/DLrgLO91dgrwEeA84HxgLdmk/FemlLaU+KjrgUXAq4F6YD3wY+ATKaWlRa7/NvAK4NnAi8kCtvXAD4EvppRu7fNLSZI0RKSUeHLLbu5dvTcke/CpbTS2tPV479i6ESyYMb4jJDtx5gQOGTfyANRakiRJKm7QBWcAKaXVwCUlXlv0/4ZOKX0T+GYvyvwa8LVSr5ckaTjYuquJ+5/c1hGS3b96K5t2NvV4X3VVMG9qfUdI9qyZE5gzZSzVVfYekyRJ0sAxKIMzSZJ04DW2tLJ0bQP3PbElC8tWb2XFxp093wjMmDiKE/KA7MSZEzhu+nhG1Vbv5xpLkiRJ/WNwJkmSniGlxMpNu7hv9RbuX72Ne1dvZema7TS19jzkctzIEfsMt1wwYwJT6usOQK0lSZKk8jI4kyRJbNrRyP1PbuW+1VlPsvtXb2Xb7uYe76upDo6dNq4jKDth5gRmTx5DlUMuJUmSNAQYnEmSNMzsaW7loTXbOkKy+1ZvYfXm3SXdO2vy6H1CsmOnjWNkjUMuJUmSNDQZnEmSNIS1tSWWb9yRh2RbuG/1Vh5e20BLW+rx3omja/YJyU6cMYGJY2oPQK0lSZKkgcHgTJKkIWRDwx7uLwjJlqzeRkNjS4/31Y6o4rjp4zrmJTtx5gQOmzSaCIdcSpIkafgyOJMkaZDa1dTCg09t7wjJ7l+9jae2ljbkcs6UMZyYr3J5wswJzJs6jtoRVfu5xpIkSdLgYnAmSdIg0NqWeGzDjo6Q7L7V23h0fQOtJQy5PGhsbTbccsYETjwsW+Vy/KiaA1BrSZIkaXAzOJMkaQDa1phYtqWVO3+9lPtXb+WBJ7exs6m1x/tG1lQx/9Dxe+clmzmBQyeMcsilJEmS1AcGZ5IkDRBPNzRyw4Nr+cWStfx5xS6yvmTLu7w+AuYePHafkOyoQ+qpqXbIpSRJklQOBmeSJFXQ5p1N3PDgOn75wBrufHwT3Y28PGRc3T4h2fxDx1M/0iGXkiRJ0v5icCZJ0gG2bVczv3loHdc/sJbbH9tYdJ6yAOZOrOLsBbM6JvCfNn7Uga+sJEmSNIwZnEmSdABs39PM7x5azy8fWMuty56mubVIWBbw7MMnccEJ0xi3fTkT6qpYuPCYCtRWkiRJEhicSZK03+xobOEPS9dz/ZK13PzI0zS1thW97qTDJnDBgumcP38aU8ePBGDx4pUHsKaSJEmSijE4kySpjHY1tXDTw09z/ZI13PjwBhpbiodlJ8wYn4VlC6Zx6ASHYEqSJEkDkcGZJEn9tKe5lcWPZGHZH5ZuYHdza9Hrjps+jpcsmMYF86dz2OTRB7iWkiRJknrL4EySpD5obGnl1kc3cv2SNfzur+vZ2VQ8LJs3tZ6XzJ/GSxZMY86UsQe4lpIkSZL6w+BMkqQSNbW0cfvjG7n+/rX89q/raNjTUvS6I6aM4YIF07lgwTTmHlJ/gGspSZIkqVwMziRJ6kZLaxt3Lt/E9fev5YaH1rFtd3PR62ZNHp2FZSdM4+hD6omIA1xTSZIkSeVmcCZJUietbYk/rtjE9UvWcsOD69i8s6nodTMmjuroWXbc9HGGZZIkSdIQY3AmSRLQ1pb4y6otXL9kDb96YB0bdzQWvW76+JHZBP8LprNgxnjDMkmSJGkIMziTJA1bKSXueWJrHpatZf324mHZIePqOH9+FpY9a+YEqqoMyyRJkqThwOBMkjSspJRY8uS2jp5lT23dXfS6g8bWcf78qVywYDqnHD7RsEySJEkahgzOJElDXkqJh9Zs5/ola/nlA2tYvbl4WDZpTC3nHT+VC+ZP49Q5k6k2LJMkSZKGNYMzSdKQlFLikfUNXH//Wn75wFpWbNxZ9Lrxo2o477ipvGTBNJ53xGRGVFcd4JpKkiRJGqgMziRJQ8pjGxq4fslarl+ylsc27Ch6TX3dCM49bioXLJjG6UceRO0IwzJJkiRJz2RwJkka9FZs3Mkvl6zh+iVreXhdQ9FrxtRW88JjD+ElC6Zz5lEHUTei+gDXUpIkSdJgY3AmSRqUVm/elfcsW8NDa7YXvWZUTTXnHHMwFyyYxsKjD2ZkjWGZJEmSpNIZnEmSBo2ntu7mV3lYdv+T24peUzeiirOPPpgLTpjGC+YdzOha/6dOkiRJUt/414QkaUBbt20Pv3ogC8vueWJr0Wtqq6s486gpvPSEaZxzzCGMrfN/3iRJkiT1n39ZSJIGnKcbGvn1g2u5/v61/HnVZlJ65jUjqoIz5h7EBQum88LjDmHcyJoDX1FJkiRJQ5rBmSRpQNi0o5EbHlrH9fev5Y8rNtFWJCyrrgqed8RkXrpgOucedwgTRtce+IpKkiRJGjYMziRJFbN1VxO/eWgd1y9Zyx2Pb6K1SFpWFXDanMlcsGA65x0/lUljDMskSZIkHRgGZ5KkA2pXc+LHdz/J9UvWcNuyjbQUCcsi4NmzJvHSBdM47/hpTKmvq0BNJUmSJA13BmeSpP1uR2MLv//req65ew8PbmylJd1f9LqTD5/IBQumcf78aRwybuQBrqUkSZIk7cvgTJK0X+xqauEPSzdw/ZI13PTI0zS1tBW97oSZE3jpgmm8eP40Dp0w6gDXUpIkSZK6ZnAmSSqbPc2t3PTwBq5/YC03Lt3A7ubWotcdf+g4LlgwnZfMn8bMSaMPcC0lSZIkqTQGZ5KkfmlsaeXmR57mlw+s5fd/Xc/OpuJh2byp9RxXv4dnTx3B615yxgGupSRJkiT1nsGZJKnXmlrauO2xp7l+yVp+99B6Ghpbil439+CxWc+yBdM48uCxLF68+MBWVJIkSZL6weBMklSS5tY27nh8E79csobfPLSebbubi143+6AxXLBgGhcsmM7RU+sPcC0lSZIkqXwMziRJXWptS9y1fBPXL1nLDQ+uZcuu4mHZYZNG85IF07hgwTSOnTaOiDjANZUkSZKk8jM4kyTto7Ut8ZeVm7l+yVp+/eBaNu5oKnrdoRNGdYRl8w8db1gmSZIkacgxOJMk0daWuHf1Fn5x/1p+9cBaNjQ0Fr1u6riRnD9/GhecMI1nzZxgWCZJkiRpSDM4k6RhKqXE/U9u4/r71/CrB9ayZtueotdNqa/j/OOncsEJ0zn5sIlUVRmWSZIkSRoeDM4kaRhJKfHQmu38YskafrlkLU9u2V30usljajnv+KlcsGA6z5k9iWrDMkmSJEnDkMGZJA1xKSUeXtfA9XlYtnLTrqLXTRhdw3nHZWHZaXMmMaK66gDXVJIkSZIGFoMzSRqilq1v4BdL1vLLJWt4/OmdRa+pHzmCFx03lQsWTOP0Iw+ixrBMkiRJkjoYnEnSEPPIugY+eN2D/GnF5qLnx9aN4IXHHsIFC6bx/LkHUTei+gDXUJIkSZIGB4MzSRoidje18vkbl3H1LctpaUv7nBtdW805x2Rh2VlHTWFkjWGZJEmSJPVkUAZnETED+AhwHjAZWAv8DLgypbSlF895FfCPwLOAWmA58B3gUymlpi7ueR7wAeA0YBSwDPg68IWUUmsfX0mS+uWmRzbwoeseZPXmvZP9j6gKzj3uEF4yfzovmHcwo2oNyyRJkiSpNwZdcBYRRwB3AAcD1wEPA88B3gWcFxGnp5Q2lfCcjwP/BuwAfgJsBs4APg6cExEvTik1d7rnZfm1e4Af5Pe8FPgMcDrw6nK8oySVav32PXzkF3/llw+s3ef4s2dN5GOvmM9Rh9RXqGaSJEmSNPgNuuAM+DJZaPbOlNIX2g9GxKeBy4GPAW/r7gERcRJZaLYVODmltDw/Hvnz30bWE+3TBfeMA64GWoGFKaW/5Mc/CNwIXBQRr0spfb88rylJXWttS/zfH1fxyRseoaGxpeP4+FE1vO/8ebz65JlUVUUFayhJkiRJg9+gWj4t7212LrAS+FKn0x8GdgIXR8SYHh718nz71fbQDCCllID35bvv6HTPRcAU4PvtoVl+zx6yoZsAf1/Si0hSPzy0Zhuv/PLtfOi6h/YJzV75rEP5w3vO4rXPPszQTJIkSZLKYLD1ODs73/42pdRWeCKl1BARt5MFa6cBf+jmOVPz7fLOJ1JKWyJiCzAnImanlFbkp16Qb28o8rxbgF3A8yKiLqXUWNrrSFLpdja28JnfPco37lhJa8Hk/3MOGsO/v/x4nnfkQRWsnSRJkiQNPZF1shocIuKTwHuB96aUPlXk/BfJeoq9PaX0lW6e0z6/2SdTSv/c6dwEoH2BgRenlG7Ij/8ZOAU4JaV0d5FnPggcBxybUlraw3s84/7cvLlz546+6qqrurt9Hw0NDQDU1zuPUU9sq96xvUp3INrqnvUtfGdpE5v37P03e0TABUfUcP7sGmqrB0cPM3+uSmdblc62Kp1t1Tu2V+lsq9LZVqWzrUpnW5XOtirdUGqrRYsWsWzZsntSSif39t7B1uNsfL7d1sX59uMTenjOL8mCs8si4ssppZXQMcfZxwqum7gfypakkm3a3cZ3ljZx74Z9F+09ZlIVbzq2jmljB9WIe0mSJEkaVAZbcFYWKaXbI+JrwKXAkogoXFVzAdlKnfOAtq6f0q/yiyacEXF3fX39SQsXLiz5WYsXLwagN/cMV7ZV79hepdsfbdXS2sY1d6zk03c+yq6mvaHZpDG1fOAlx/CKZx1KlvUPLv5clc62Kp1tVTrbqndsr9LZVqWzrUpnW5XOtiqdbVW6odRW/ek1N9iCs/ZeXeO7ON9+fGsJz7oM+FO+fQ2QgLuAhWST/c8DNuynsiWpS/ev3sq//fQB/rp2+z7HX/fsmfzri+cxYXRthWomSZIkScPLYAvOHsm3R3Vxfm6+fbSnB+UraF6Vf/YREfPJepvd06nsU/Ky7+50/QhgNtBCkQUHJKkU2/c089+/eYRv37WKwukn5x48lo+9Yj7PmT2pcpWTJEmSpGFosAVnN+XbcyOiqnBlzYioB04nW93yrr4WEBELgcOAX6SUCuczuxF4A3Ae8L1Ot50JjAZucUVNSb2VUuJXD6zjyl88xIaGvf+E1I2o4p3nzOWyM+ZQO8K5zCRJkiTpQBtUf4mllB4HfgvMIls9s9CVwBjg2ymlne0HI2JeRMzr/KyIGFfk2OHAV4EmsuGahX4MbAReFxGnFNwzEvj3fLfLlTwlqZjVm3dxyTV/5h3fvWef0OzMo6bwu8vP4h1nH2loJkmSJEkVMth6nAG8HbgD+HxEnAMsBU4FziYbovn+TtcvzbedZ9H+Wh6U3UO2MMBs4EKgBrg4pbSk8OKU0vaIuIwsQFscEd/P77sQODo//oOyvKGkIa+5tY2v3rqCz/3hUfY0712HZEp9HR+64FguWDBtUE7+L0mSJElDyaALzlJKj+c9vj5CNmzyfGAt8DngypTSlhIfdT2wCHg1UA+sJwu/PpFSWlrshpTSzyLiLLJw7lXASOAx4N3A5/N50ySpW3ev2sz7fvogj6xv6DgWAW889XDe+6KjGT+qpoK1kyRJkiS1G3TBGUBKaTVwSYnXFu2ykVL6JvDNPpR9O1lYJ0m9sm1XM5+44WG+96cn9jl+zLRxfPwVx/OswyZWqGaSJEmSpGIGZXAmSYNJSonr7lvDv//yr2zc0dRxfFRNNe9+4VFccvosRlQ7j5kkSZIkDTQGZ5K0H63YuJMP/uxBbnts4z7H/+aYg7niwuOYMXF0hWomSZIkSeqJwZkk7QeNLa38783L+eJNj9HUsnfy/6njRnLFhcfxouMOcfJ/SZIkSRrgDM4kqczuWr6J9137AMuf3tlxrCrg7543i/ecezRj6/ynV5IkSZIGA/96k6Qy2byziY//aik/vvvJfY7PP3Q8//HK+Rx/6PgK1UySJEmS1BcGZ5LUTyklbnuqhctvWcyWXc0dx8fWjeC95x7Fxc+dRXWVwzIlSZIkabAxOJOkfnhsQwOf+NMeHtnSts/xFx8/lQ+/9Dimjh9ZoZpJkiRJkvrL4EyS+mBPcytfuukx/ufmx2luTR3HD50wio++/DheMO+QCtZOkiRJklQOBmeS1Eu3LnuaD/zsQVZt2tVxrCrgsjPn8K5z5jK61n9aJUmSJGko8K87SSrR0w2N/Psv/8p1963Z5/gR46t48/F1XPziYypUM0mSJEnS/mBwJkk9aGtLfO/PT/Cfv36Y7XtaOo7XjxzBv754HtN2LacqnPxfkiRJkoYagzNJ6sbD67bzvp8+wD1PbN3n+IUnTOcDFxzDwfUjWbx4RWUqJ0mSJEnarwzOJKmIXU0tfO4Py/jarStoads7+f/hk0fz0Zcdz5lHTalg7SRJkiRJB4LBmSR1ctPDG/jAzx7kqa27O47VVAdvO+sI3nH2kYysqa5g7SRJkiRJB4rBmSTl1m/fw5W/eIhfPbBun+PPmT2Jj7/ieI48uL5CNZMkSZIkVYLBmaRhr7Ut8e07V/Lfv32UHY17J/+fMLqG951/DK8+eQbh5P+SJEmSNOwYnEka1h58ahvvu/YBljy5bZ/jrzppBu87fx6Tx9ZVqGaSJEmSpEozOJM0LO1obOHTv32Ua+5YQcHc/8yZMoaPvXw+zz1icuUqJ0mSJEkaEAzOJA07v3loHVf8/CHWbtvTcax2RBX/cPaR/L+z5lA3wsn/JUmSJEkGZ5KGkae27ubD1z3E75eu3+f46UdO5t9fPp/ZB42pUM0kSZIkSQORwZmkIa+ltY1v3L6Sz/z+UXY1tXYcP2hsLR94ybG87MTpTv4vSZIkSXoGgzNJQ9q9T2zhfdc+yNK12/c5/rfPmcm/nDePCaNrK1QzSZIkSdJAZ3AmaUjavqeZT97wCN/54ypSweT/Rx9Sz8decTynzJpUucpJkiRJkgYFgzNJQ0pKieuXrOUj1/+VpxsaO46PrKniXeccxVvPmE1NdVUFayhJkiRJGiwMziQNGU9s2sUHr3uQmx99ep/jC4+ewkdfdjwzJ42uUM0kSZIkSYORwZmkQa+ppY2rb13O5/+wjMaWto7jU+rruOKlx3H+/KlO/i9JkiRJ6jWDM0mD2p9Xbub91z7Ao+t3dByLgItPO5z3vuhoxo2sqWDtJEmSJEmDmcGZpEFp664mPvHrh/n+n1fvc/zYaeP4+Cvnc+LMCZWpmCRJkiRpyDA4kzSopJT42X1P8e/XL2XTzqaO46Nrq3n3C4/izc+bxQgn/5ckSZIklYHBmaRBY/nTO/jgdQ9y+2Ob9jn+wmMP4YoLj+PQCaMqVDNJkiRJ0lBkcCZpwGtsaeUrix/nyzc9TlPr3sn/p40fyZUXHse5x02tYO0kSZIkSUOVwZmkAe2OxzfygZ89yPKnd3Ycqwq45PTZXP7Coxhb5z9jkiRJkqT9w784JQ1Im3Y08rFfLeWn9zy1z/ETZoznY6+Yz/GHjq9QzSRJkiRJw4XBmaQBpa0t8aO7V/Mfv36YrbuaO46PrRvBP593NG849XCqq6KCNZQkSZIkDRcGZ5IGjGXrG3j/tQ/yp5Wb9zn+kvnT+NBLj+WQcSMrVDNJkiRJ0nBkcCap4vY0t/KFG5dx1S3LaW5NHcdnTBzFR192PGfPO7iCtZMkSZIkDVcGZ5Iq6uZHn+aDP3uQJzbv6jg2oip46xlzeNc5cxlVW13B2kmSJEmShjODM0kVsaFhDx+9fim/uH/NPsdPPnwiH3vF8cybOq5CNZMkSZIkKWNwJumAamtL/N+fnuC/bniYhj0tHcfHjRzBv51/DK89ZSZVTv4vSZIkSRoADM4kHTBL127nfdc+wL1PbN3n+MtPnM77X3IsU+rrKlMxSZIkSZKKMDiTtN/tamrhs79fxtduW0Fr297J/2dNHs2/v3w+z597UAVrJ0mSJElScQZnkvarPyxdz4eue4intu7uOFZTHfz9WUfw9rOPZGSNk/9LkiRJkgYmgzNJ+8Xabbu58ud/5YaH1u1z/NTZk/jYK+Zz5MFjK1QzSZIkSZJKY3Amqaxa2xLfunMl//2bR9jZ1NpxfOLoGt53/jFcdPIMIpz8X5IkSZI08BmcSSqbB57cxvuufYAHntq2z/FXnzyDfzv/GCaNqa1QzSRJkiRJ6j2DM0n91rCnmU/99lG+dedKCub+54gpY/j4K+Zz6pzJlaucJEmSJEl9ZHAmqc9SSvzmoXVc8fO/sm77no7jtSOq+Mezj2TRWXOoG+Hk/5IkSZKkwcngTFKfPLllFx++7iH+8PCGfY6fMfcgPvqy45l10JgK1UySJEmSpPIwOJPUK82tbXz9thV89vfL2N28d/L/g8bW8sELjuXCE6Y7+b8kSZIkaUioqnQF+iIiZkTE1yNiTUQ0RsTKiPhsREzs5XOeHxHX5ffviYgnIuJXEXFeF9enbj53leftpIHrnie28NIv3MZ//PrhfUKz1596GH9490JeduKhhmaSJEmSpCFj0PU4i4gjgDuAg4HrgIeB5wDvAs6LiNNTSptKeM7fA18GdgLXAk8CM4BXAi+OiA+klD5W5NZVwDVFjj/Z+7eRBodtu5v5rxse5rt/eoJUMPn/vKn1fOwV8zn58F5l1pIkSZIkDQqDLjgjC7sOBt6ZUvpC+8GI+DRwOfAx4G3dPSAiaoD/APYAJ6eUHik493HgXuD9EfHfKaXGTrevTCldUY4XkQa6lBI/v38NH/nFX9m4Y++vwsiaKi7/m6N4y/NnU1M9KDuuSpIkSZLUo0EVnOW9zc4FVgJf6nT6w8Ai4OKIeE9KaWc3j5oEjAeWFIZmACmlpRHxKDAfGAt0Ds6kYWHDrja+9VATD266d5/jL5h3MFdeeBwzJ42uUM0kSZIkSTowBlVwBpydb3+bUmorPJFSaoiI28mCtdOAP3TznA3A08BRETE3pbSs/UREHAXMBe7rYsjnhIh4CzAV2AbcnVJyfjMNKb9cspb337ab5oLfskPG1XHFS4/jvOOnOo+ZJEmSJGlYiFQ4YVE5HhgxA3gWMIEsWLonpVSW+b8i4pPAe4H3ppQ+VeT8F4F3AG9PKX2lh2e9GvgOWY+ya4E1wKHAK4BHgNellB7rdE9XjXU/cHFK6YES3+PuLk7Nmzt37uirrrqqlMcA0NDQAEB9fX3J9wxXtlVpdjUn3r14F3vyuf8DOOewEbzqqFpGjTAwK8afrdLZVqWzrUpnW5XOtuod26t0tlXpbKvS2Vals61KZ1uVbii11aJFi1i2bNk9KaWTe3tv2XqcRcThwP8CLyxy7nfA21JKK/tZzPh8u62L8+3HJ/T0oJTSjyJiDfA94E0Fp9YD3wCWF7nt08BPgEfJ5kebB/wLcBFwY0ScmFJ6qqeypYHs5idbOkKziXWJfzxpFHPGV1e2UpIkSZIkVUBZgrOImArcRtZjayVwC7AWmAacQTZ88raIOCWltK4cZfZXRLwRuBr4KfBRstUyDwc+CHwROAt4TeE9KaX3dHrMX4BXR8SPgVeR9Ya7vKeyu0o4I+Lu+vr6kxYuXFjyeyxevBiA3twzXNlWPWtubePf7rypY//lR9bxlpedU8EaDQ7+bJXOtiqdbVU626p0tlXv2F6ls61KZ1uVzrYqnW1VOtuqdEOprfrTa65cy+F9kCw0+xdgbkrpzSmlf0spvRk4CvhnYDrwgX6W096jbHwX59uPb+3uIfk8Zl8HHiIbYvlwSml3Sulh4GLgbrJAbGGJ9fqffHtmiddLA9Ivl6xl7bY9AIyrhedOH2zTIEqSJEmSVD7lCs5eQjZh/ydTSq2FJ1JKrSml/wZ+C1zQz3LaV8A8qovzc/Ptoz0851ygBri5yCIDbWQ95gBKHfv6dL4dU+L10oCTUuKqW/aOUP6bw2uorXZOM0mSJEnS8FWu4GwqWS+t7tydX9cf7WPIzo2IfeoeEfXA6cAuoKdVLuvy7ZQuzrcfbyqxXqfl22LzokmDwh2Pb+Kva7cDMLKmihfMrKlwjSRJkiRJqqxyBWfbyOYH685hdD2pf0lSSo+T9VybRbZ6ZqEryXp8fTultLP9YETMi4h5na69Nd9eFBELCk9ExIlkk/0n4MaC4wsi4hlJQn7/x/Ld7/TylaQBo7C32WtOmcnYWnubSZIkSZKGt3JNYHQbWQj15ZTSHZ1PRsSpwKuBX5ahrLcDdwCfj4hzgKXAqcDZZEM039/p+qXt1Wg/kFL6U0R8A7gE+HNEXEu2OMAs4OVALfDZlNJDBc95N/DSiLgVWA00kq2qeR5QTbbQwPfK8H7SAffIugZufjQbcRwBlz5/Nise2FjhWkmSJEmSVFnlCs4+RjbP2c0R8X2yIZVryYZmLgT+FmgDPt7fglJKj0fEKcBHyEKr8/OyPgdcmVLaUuKjLiWby+zNwIuAemA7WQh4dUrp+52u/xkwDlgAvAAYCWwCfp1f//O+v5VUWVffure32XnHTeXwyWNYUcH6SJIkSZI0EJQlOEsp3RMRFwHfBN4AvL7gdACbgbeklHqaB63U8laT9RYr5dqi481SSgm4Jv+U8pyfkYVn0pCyfvserrvvqY79y86cU8HaSJIkSZI0cJSrxxkppesj4jDgZcBJwHiyOc3uBX5WOO+YpIHjmjtW0tyaADjl8ImcdNjECtdIkiRJkqSBoWzBGUAejn03/0ga4HY0tvB/d63q2F9kbzNJkiRJkjqUa1VNSYPQD/+8mu17WgCYfdAY/uaYQypcI0mSJEmSBo4+9TiLiDflX16bUmoo2O9RSulbfSlTUnm1tLbxtdv2LgHw1jNmU1VVdEpASZIkSZKGpb4O1bwGSMBdQEPBfnciv8bgTBoAfv3gOp7auhuASWNqedVJMypcI0mSJEmSBpa+BmdvIQvB1ub7Ja1wKWlgSClx1S3LO/bf9NzDGVlTXcEaSZIkSZI08PQpOEspXdNp/5tlqY2kA+Ku5Zt54KltANSNqOLi0w6vcI0kSZIkSRp4yrI4QEScGRGH9XDNzIg4sxzlSeqfq2/d29vsopNnMHlsXQVrI0mSJEnSwFSuVTVvAt7cwzVvyq+TVEHL1jdw48MbAIiAS58/u8I1kiRJkiRpYCpXcFbKUnztiwNIqqCv3rp3Jc0XHnMIc6aMrWBtJEmSJEkauMoVnJXicLIVOCVVyIaGPVx771Md+4vOnFPB2kiSJEmSNLD1dVVNIuJDnQ4tjCja8awaOAx4HXBbX8uT1H/fumMVTa1tADzrsAmcfPjECtdIkiRJkqSBq8/BGXBFwdcJWJh/uvIU8K/9KE9SP+xqauHbd63q2F90xhy6CLslSZIkSRL9C87OzrcB3AhcA3yzyHWtwCbgkZRSWz/Kk9QPP/rLk2zb3QzAYZNGc+5xUytcI0mSJEmSBrY+B2cppZvbv46IbwI/KzwmaeBobUt89bblHftvPWM21VX2NpMkSZIkqTv96XHWIaV0STmeI2n/+M1D61i9eTcAE0bXcNHJMypcI0mSJEmSBr4DuaqmpApIKfG/t+ztbXbxaYczurYsmbkkSZIkSUNa2YKziJgWEV+KiMciYndEtBb5tJSrPEml+cuqLdy/eisAtdVVvOm5sypaH0mSJEmSBouydDuJiEOBPwGHAA8BdcAqoBGYk5dzH7CtHOVJKt1VBb3NXnnSoUypr6tgbSRJkiRJGjzK1ePsQ8BU4LyU0gn5sW+klOaRBWe/AUYBryxTeZJK8PjTO/j90vUd+289Y3YFayNJkiRJ0uBSruDsRcANKaXfdz6RUnoSeDVZcHZlmcqTVIKv3baClLKvz5l3MEceXF/ZCkmSJEmSNIiUKzibSjZEs10rWVAGQEppB/A74GVlKk9SDzbuaOQndz/ZsX/ZmXMqWBtJkiRJkgafcgVn24Hagv0twKGdrtkGTClTeZJ68O07V9HY0gbAghnjOXX2pArXSJIkSZKkwaVcwdkqYGbB/v3ACyJiNEBEVAHnAk8WuVdSme1uauXbd63q2L/sjDlERAVrJEmSJEnS4FOu4OwPwNkRUZPvfxOYDtwREZ8EbgeOA35QpvIkdeMn9zzJ5p1NABw6YRQvPn5qhWskSZIkSdLgM6JMz/ka2fDMg4C1KaXvRMTJwD8CC/Jrvg98rEzlSepCa1via7et6Ni/9PmzGVFdroxckiRJkqThoyzBWUppGfCfnY5dHhEfB+YAK1NK68tRlqTu/X7pelZs3AnAuJEjeM2zZ/ZwhyRJkiRJKqZcPc6KSik9DTzdvh8Rx6eUHtyfZUrD3dW3LO/4+g2nHc7Yuv36ay5JkiRJ0pB1QMZvRcQREfFd4N4DUZ40XN29agt/WbUFgJrq4JLnzapshSRJkiRJGsT63RUlIs4Ang00A7ellO4tODcVuBJ4M1ADrOlveZK69tVb9/Y2e/mJh3LwuJEVrI0kSZIkSYNbn4OziBgB/AS4oNPxT6aU/jUi3gh8GRgLrAc+AfxPP+oqqRsrN+7khofWdexfduacCtZGkiRJkqTBrz89zt4BvBTYCdycH1sI/H8RsRO4AmgA/hX4Qkppdz/KktSDr922gpSyrxcePYWjDqmvbIUkSZIkSRrk+hOcvY4sGHtWSmk5QEQcDfyFLDS7Hzg/pbSuyydIKovNO5v40d2rO/YXnWFvM0mSJEmS+qs/iwMcA/y0PTQDSCk9Avw0332boZl0YHznrlXsaW4D4Ljp43juEZMrXCNJkiRJkga//gRn9cATRY6vyrf39ePZkkq0p7mVb96xsmN/0ZlziIjKVUiSJEmSpCGiP8FZAK1FjrcCpJSa+vFsSSW69t6n2LQz+3WbPn4k58+fVuEaSZIkSZI0NPRnjjOACRFxWOdjABExkyxc20dKqVgvNUl90NaWuPrWjtHSvOX5s6mp7k8eLkmSJEmS2vU3OHtX/ilmZZFjqQxlSsrd+PAGlj+9E4D6uhG89tkzK1wjSZIkSZKGjv6EWE+QBWGSKuSqgt5mrz/1MOpH1lSwNpIkSZIkDS19Ds5SSrPKWA9JvXTf6q38acVmAEZUBW8+fVZlKyRJkiRJ0hDjZEjSIFU4t9mFJ0xn2vhRFayNJEmSJElDj8GZNAit3ryLXz+wtmP/rWfMqWBtJEmSJEkamgzOpEHoa7etoC2fYfCMuQdx7PRxla2QJEmSJElDkMGZNMhs3dXED/+yumP/MnubSZIkSZK0XxicSYPM//3xCXY1tQIwb2o9Z8w9qMI1kiRJkiRpaDI4kwaRxpZWrrljZcf+ZWfMISIqVyFJkiRJkoYwgzNpELnuvjU83dAIwCHj6njpCdMrXCNJkiRJkoYugzNpkEgpcfUtyzv2Lzl9NrUj/BWWJEmSJGl/GVHOh0XEFOBVwDHAmJTSWwuOzwYeSCntLmeZ0nCx+NGnWbZhBwBjaqv52+ccVuEaSZIkSZI0tJWtu0pEXAqsBL4E/CNwScHpQ4A7gdeXqawZEfH1iFgTEY0RsTIiPhsRE3v5nOdHxHX5/Xsi4omI+FVEnNfNPcdGxA8jYkN+zyMRcWVEjOr/m0ldK+xt9rrnHMb4UTUVrI0kSZIkSUNfWYKziHghcBXwKPAK4CuF51NKDwIPAS8vQ1lHAHeTBXN/Aj4DLAfeBdwZEZNLfM7fA7cC5+TbzwA3A2cBv46I9xe551Tgz/l7/B74HLAd+BDwu4io68+7SV158Klt3PH4JgCqq4JLTp9V2QpJkiRJkjQMlGuo5r8Aa4GzUkrbI+JZRa5ZAjy3DGV9GTgYeGdK6QvtByPi08DlwMeAt3X3gIioAf4D2AOcnFJ6pODcx4F7gfdHxH+nlBrz49XAN4DRwMtSSj/Pj1cBPyQbono58IkyvKO0j6tv3dvb7CXzpzFj4ugK1kaSJEmSpOGhXEM1TwGuTylt7+aaJ4Gp/Skk7212LnuHhBb6MLATuDgixvTwqEnAeODRwtAMIKW0lKzn3ChgbMGps8jmbrulPTTLr28D/jnffVtERG/eSerJU1t3c/2StR37l50xp4K1kSRJkiRp+ChXcFZLFlp1ZwLQ2s9yzs63v80Dqw4ppQbgdrIeYaf18JwNwNPAURExt/BERBwFzAXuSyltKjj1gnx7Q+eHpZSWk4VthwOmGiqrb9y2gta2BMBz50xm/ozxFa6RJEmSJEnDQ6SU+v+QiL8CG1JKC/P9DwMfSilVF1xzL9CSUnp2P8r5JPBe4L0ppU8VOf9F4B3A21NKX+l8vtO1rwa+AzQC1wJrgEPJ5mh7BHhdSumxgut/BFwEXJRS+kmR510PvAQ4P6X06x7KvruLU/Pmzp07+qqrruru9n00NDQAUF9fX/I9w9VgbKudzYn3LN7FnjxyvvzkOk6YUtbFcLs0GNurUmyr0tlWpbOtSmdblc626h3bq3S2Velsq9LZVqWzrUpnW5VuKLXVokWLWLZs2T0ppZN7e2+5epxdB5yRh1HPEBGXAAuAZwROvdTe1WZbF+fbj0/o6UEppR+R9SLbCrwJ+FfgYrKec98gW3Bgv5Qtlerm1c0dodn0scGCg6q7v0GSJEmSJJVNubqu/BfwOuB7EXERecgUEf8AnAG8ElgGfKHLJxxgEfFG4Grgp8BHgVVkQy0/CHyRbE6z1+yPsrtKOCPi7vr6+pMWLlxY8rMWL14MQG/uGa4GW1s1tbTxL3fc2LH/T+fN5+xTZh6w8gdbe1WSbVU626p0tlXpbKvS2Va9Y3uVzrYqnW1VOtuqdLZV6Wyr0g2ltupPr7myBGcppS0RcRbwLaCw19nn8+2twOtTSj3Ng9aT9l5dXU3y1H58a3cPyecx+zrZSp8XF8yX9nBEXAwcDbw6IhamlBaXs2ypVL+4fw3rtzcCMKW+jpedOL3CNZIkSZIkaXgp22RJKaUngIURsQB4LjCZLGy6K6XU1ZxevdW+AuZRXZxvn+j/0R6ecy5QA9xcZJGBtoi4BTg5/ywuc9lSj1JKXH3r3tHCb37eLOpGOExTkiRJkqQDqeyzjKeUlpD15Nofbsq350ZEVWHoFRH1wOnALuCuHp5Tl2+ndHG+/XhTwbEbgfcD5wH/UXhxRMwhC9RW8cy50aReu3XZRh5el03EOLq2mjeceliFayRJkiRJ0vBTlsUBImJURBwWEbVdnK/Lz4/sTzkppceB3wKzyFbPLHQlMAb4duGQ0IiYFxHzOl17a769KO8hV1jXE8lWz0xkYVm7m4GlwJkRcWHB9VXAf+a7/5PKsUyphr3C3mavOWUmE0YX/dWSJEmSJEn7Ubl6nH0I+CfgUGBzkfNjgIeB/86v7Y+3A3cAn4+Ic8jCrFOBs8mGSb6/0/VL8220H0gp/SkivgFcAvw5Iq4l6y02C3g5UAt8NqX0UME9rfnqoDcCP46IHwNPAOcApwC3A5/p57tJ/HXNdm5dthGAqoBLnz+7wjWSJEmSJGl4KkuPM+DFwO9TSsVCM/Ljvwcu6G9Bea+zU4BryAKz9wBHAJ8DTkspbSrxUZeSBWd3Ai/Kn/NC4Dbgb1NKlxcp+4/As4HryOZJu5xsUYCPAC9MKTX2+cWk3FcLepu9eP40Zk4aXcHaSJIkSZI0fJWrx9ks4A89XPMo8PxyFJZSWk0WepVybXRxPJGFb9f0suy/su/KoVLZrN22m5/fv6Zjf9EZcypYG0mSJEmShrdy9TirAdp6uCYB/ZrjTBrqrrl9JS1t2TR5z5k9iRNmTqhshSRJkiRJGsbKFZwtB87q4ZqFZPOISSqiYU8z3/3jEx379jaTJEmSJKmyyhWc/Rw4OSL+udjJiPhX4CTgZ2UqTxpyfvDn1TQ0tgAwZ8oYXjDv4ArXSJIkSZKk4a1cc5z9N/AG4D8i4jXAb4GnyFbZfBFwItkKlP9VpvKkIaW5tY2v37aiY/+yM+ZQVVV0ej5JkiRJknSAlCU4SyltiYiFwHeB08h6lyWg/S//O4A3ppS2lKM8aaj51QNrWbNtDwAHja3lFc86tMI1kiRJkiRJ5epxRkppJfC8iDiJLDybAGwF7kop3VOucqShJqXEVbcs79h/03NnMbKmuoI1kiRJkiRJUMbgrF0ekhmUSSW68/FNPLRmOwAja6p442mHV7hGkiRJkiQJyrc4gKQ+uurWvb3NXn3yTCaNqa1gbSRJkiRJUruy9TiLiBrgZcBzgIlAsbFmKaV0abnKlAa7R9Y1sPiRpwGIgEufP7vCNZIkSZIkSe3KEpxFxHTgd8A89i4IUEwCDM6k3FcLepu96NipzDpoTAVrI0mSJEmSCpWrx9mngGOA7wFXA6uBljI9WxqSNmzfw8/ue6pj/7Iz51SwNpIkSZIkqbNyBWfnAreklN5QpudJQ941d6ykuTUBcPLhEzn58IkVrpEkSZIkSSpUrsUBRgJ/LNOzpCFvZ2ML37lrVcf+ZWfY20ySJEmSpIGmXMHZg8DhZXqWNOT98C+r2b4nG808a/JoXnjsIRWukSRJkiRJ6qxcwdkngQsj4tgyPU8aslpa2/jabSs69i89Yw7VVd2tqSFJkiRJkiqhXHOcbQB+AdwREZ8D7ga2FrswpXRLmcqUBqVfP7iOJ7fsBmDi6BouOmlGhWskSZIkSZKKKVdwthhIQAAfzL/uSnWZypQGnZQSV92yvGP/4ufOYlStvxKSJEmSJA1E5QrOPkL3YZkk4I8rNvPAU9sAqBtRxZue69SAkiRJkiQNVGUJzlJKV5TjOdJQd3VBb7NXnTyDg8bWVbA2kiRJkiSpO+VaHEBSDx7b0MAfHt4AQARc+vzZFa6RJEmSJEnqjsGZdIB89da9K2n+zTGHcMSUsRWsjSRJkiRJ6km55jgjIgK4CHgRcChQbAxaSimdU64ypcFiQ8MefnrPUx37i86cU8HaSJIkSZKkUpQlOIuIOuBXwEKylTXbV9hslwqOS8POt+9cRVNrGwAnzpzAKYdPrHCNJEmSJElST8o1VPNfgLOBfwcOIgvJrgCmA68HVgPfB2rLVJ40aOxqauHbd63q2F905hyyDpqSJEmSJGkgK1dw9mrgnpTSh1NKm9sPppTWpZS+D7wAuAD4pzKVJw0aP777SbbuagZg5qRRvOi4qRWukSRJkiRJKkW5grMjgNsL9hNQ07GT0nLgl8Cby1SeNCi0tqV9FgV46/PnUF1lbzNJkiRJkgaDcgVnzcCegv0GYEqna1YBzoiuYeW3D63jic27ABg/qoZXnzKjwjWSJEmSJEmlKldw9iTZSprtHgWe2+maZwGbkYaJlBL/e8vyjv2LTzuc0bVlW8hWkiRJkiTtZ+UKzm4Hnlew/zNgfkR8NSJeEhGfBP4GWFym8qQB7+5VW7hv9VYAaqureNPzDq9shSRJkiRJUq+Uq/vLd4GZETErpbQS+CzwMuAtwCVkq2w+BvxrmcqTBryrCnqbveJZh3Jw/cgK1kaSJEmSJPVWWYKzlNJiCnqTpZR2RcTpZOHZkcBK4BcppV3lKE8a6JY/vYPfLV3fsf/WM2ZXsDaSJEmSJKkv9tuESymlFuAn++v50kD2tdtWkFL29QvmHczcQ+orWyFJkiRJktRr5ZrjTFJu045Gfnz3kx37l53hYrKSJEmSJA1GfepxFhFvyr+8NqXUULDfo5TSt/pSpjRYfPuuVTS2tAEw/9DxnDZnUoVrJEmSJEmS+qKvQzWvARJwF9BQsN+dyK8xONOQtae5lW/duapj/7Iz5xARFayRJEmSJEnqq74GZ28hC8HWdtqXhrWf3PMkm3c2AXDohFGcf/zUCtdIkiRJkiT1VZ+Cs5TSNd3tS8NRW1viq7eu6Nh/y/NnM6LaaQQlSZIkSRqsyvJXfUR8PSIuL8ezpMHq90vXs2LjTgDqR47gtc+eWeEaSZIkSZKk/ihXd5jXAweX6VnSoHT1rcs7vn7DqYcztq6vI6ElSZIkSdJAUK7gbCUGZxrG7nliC39euQWAmurgzc+bVdkKSZIkSZKkfitXcPZd4MURMbFMz5MGlatv2dvb7MITDmXq+JEVrI0kSZIkSSqHcgVn/wH8BbgpIi6IiEPK9FxpwFu1aSc3PLSuY/+yM2dXsDaSJEmSJKlcyjUJ0558G8B1ABFR7LqUUnLiJw0pX7ttBSllX5951BTmTR1X2QpJkiRJkqSyKFeIdSuQyvQsadDYsrOJH/5ldcf+ojPmVLA2kiRJkiSpnMoSnKWUFpbjOdJg8527VrGnuQ2AY6eN4/QjJ1e4RpIkSZIkqVzKNceZNOzsaW7lm3eu7NhfdOacroYoS5IkSZKkQcjgTOqjn937FBt3NAEwbfxIXrJgWoVrJEmSJEmSyqmsE/VHxDTgHOBQoK7IJSml9NFylilVQltb4upbl3fsv+X02dRUm0NLkiRJkjSUlC04i4grgX/t9Mxg76IB7V8bnGnQu+mRDTz+9E4A6utG8LrnzKxwjSRJkiRJUrmVpYtMRLwB+CDZ6poXkYVk3wReD1wNtAHfB15QpvJmRMTXI2JNRDRGxMqI+GxETCzx/oURkUr4zOx0X3fX3lWOd9PgcNUte3ub/e2ph1E/sqaCtZEkSZIkSftDuXqc/T3wJHBeSqklnyB9ZUrp+8D3I+Ja4JfA9/pbUEQcAdwBHAxcBzwMPAd4F3BeRJyeUtrUw2NWAld2cW4+8ErgwZTS6iLnVwHXFDn+ZI+V15Bw/+qt/HHFZgBGVAVvft6sylZIkiRJkiTtF+UKzuYD30sptRQcq27/IqX0m4j4DfD/Ab/oZ1lfJgvN3plS+kL7wYj4NHA58DHgbd09IKW0Erii2LmIaA/3ru7i9pUppaL3angonNvspSdMZ/qEURWsjSRJkiRJ2l/KNZt5DVDYy2s3ML7TNQ8CJ/SnkLy32blkPca+1On0h4GdwMURMaaPzz8IeAVZ/b/V95pqqFq9eRe/emBtx/5bz5hdwdpIkiRJkqT9qVw9ztYC0wr2nwAWdLpmOtBC/5ydb3+bUmorPJFSaoiI28mCtdOAP/Th+X9Hthrot1JKW7u4ZkJEvAWYCmwD7k4pOb/ZMPH121fQli938fwjD+K46Z3zYUmSJEmSNFRESqnnq3p6SMSPgcNSSs/J978ELALeAvwUWAj8GLg9pfQ3/Sjnk8B7gfemlD5V5PwXgXcAb08pfaUPz38YOBo4PaV0R5HzXTXW/cDFKaUHSizn7i5OzZs7d+7oq666qqT6AjQ0NABQX19f8j3DVX/bamdz4t2Ld9HYmu2/5+Q65k8p28K0A44/W6WzrUpnW5XOtiqdbVU626p3bK/S2Vals61KZ1uVzrYqnW1VuqHUVosWLWLZsmX3pJRO7u295RqqeT1wfES0j1v7BFlvrGuA7cDPyVba/EA/y2nv3rOti/Ptxyf09sERcRZZaPZgsdAs92ngdGAKUA88mywQPAG4MSIO7W25GjxuWt3cEZrNGBscf1B19zdIkiRJkqRBrc/dZSLihJTS/QAppWsoWGkypbQ6Ip4NvAc4gmxOsi+X2iOrQhbl2y67e6WU3tPp0F+AV+c97l5F1hvu8p4K6irhjIi76+vrT1q4cGFJFQZYvHgxAL25Z7jqT1s1trTyz7ff1LH/Ty9ewNknzyhTzQYmf7ZKZ1uVzrYqnW1VOtuqdLZV79hepbOtSmdblc62Kp1tVTrbqnRDqa3602uuP+PM7o2IP5EFTd9PKe0qPJlSWgH8Qz+eX0x7j7KuJpZqP761Nw+NiElkwddu4Nt9qNf/5Pef2Yd7NQj8/L41bGhoBOCQcXVceML0CtdIkiRJkiTtb/0ZqrkMeA5wNbA2Ir4SESeVp1pdeiTfHtXF+bn59tFePrd9UYAfdrMoQHeezrd9Ws1TA1tKiatvXd6x/+bnzaZ2RLlGOUuSJEmSpIGqz3/9p5SOJpv0/7tADfD/gD9HxJ8jYlFEjC1PFffRPlbu3IjYp+4RUU82/9guoLerXF6Wb0uflX9fp+Xb5d1epUHp5kef5tH1OwAYU1vN6089rMI1kiRJkiRJB0K/us2klG5JKV0MTAPeCTwAnAx8BVgTEVflc52VRUrpceC3wCyy1TMLXUnW4+vbKaWd7QcjYl5EzOvqmRFxBnAM3S8KQEQsiIiaYseBj+W73ynxVTSIFPY2e+2zD2P8qGf8GEiSJEmSpCGoP3OcdUgpbQO+CHwxIk4hm2j/tcBbgUsjYglZb67/Sylt72dxbwfuAD4fEecAS4FTgbPJhmi+v9P1S/NtdPG8HhcFyL0beGlE3AqsBhqBecB5QDXZkNXvlf4aGgwefGobtz+2CYDqquCS02dVtkKSJEmSJOmAKftETSmlv6SUFpH1QrsM+BNwAlmw9lQZnv84cArZKp6nsnflzs8Bp6WUNpX6rIiYCFxEaYsC/Ay4GTiebE60d5L1rvs18LKU0qKUUurNu2jg+2pBb7Pz509j5qTRFayNJEmSJEk6kMrS46yYfJXNr+W9zf4bOAMoS+qQUloNXFLitV31NCOltAUYVeJzfkYWnmmYWLN1N79YsrZj/7IzZlewNpIkSZIk6UDbL8FZRIwH3kg2VHMB2TDJHcD390d50v7w9dtW0NqWdSI8bc4kFsyYUNkKSZIkSZKkA6qswVlEnEkWlr0KGEkWmN1NNv/Xd1NKO8pZnrS/bNvdzPf+9ETH/qIz51SwNpIkSZIkqRL6HZxFxBTgzcClwFyysKyBbLL9q1JK9/a3DOlA+/6fnmBnUysARx48loVHHVzhGkmSJEmSpAOtz8FZRJxH1rvsAqCGLDD7E1lg9v18jjNp0GlqaeMbt6/s2L/sjNlUVXU5VZ4kSZIkSRqi+tPj7Ff5dhvZUMyrU0pL+l8lqbKuX7KGddv3AHDQ2DpeduKhFa6RJEmSJEmqhP4EZ3eS9S77QUppT5nqI1VUSomrblnesf/m5x3OyJrqCtZIkiRJkiRVSp+Ds5TS6eWsiDQQ3PbYRh5e1wDAqJpq3nDq4RWukSRJkiRJqpSqSldAGkgKe5u95pQZTBxTW8HaSJIkSZKkSjI4k3JL127n1mUbAagKuPT5cypcI0mSJEmSVEkGZ1Lu6lv39jZ78fHTOGzy6ArWRpIkSZIkVZrBmQSs3babn9+3pmP/rWfMrmBtJEmSJEnSQGBwJgHX3LGSlrYEwHNmTeJZh02scI0kSZIkSVKlGZxp2GvY08x373qiY/+yM53bTJIkSZIkGZxJ/ODPq2lobAFgzkFjOGfewRWukSRJkiRJGghG9OWmiPh6H8tLKaVL+3ivVHbNrW184/aVHftvPWMOVVVRuQpJkiRJkqQBo0/BGfDmLo4noFjq0H48AQZnGjB+9cBantq6G4DJY2p55UmHVrhGkiRJkiRpoOhrcNZ5ycEq4DPAGcDngcXAOmAqcDbwj8AtwLv7WJ5Udiklrr51ecf+m547i5E11RWskSRJkiRJGkj6FJyllFYV7kfE5WSh2Umdzj0C3BwR3wTuBl4GfLZvVZXK687lm3jwqe0A1I2o4uLnHl7hGkmSJEmSpIGkXIsDLAJ+2DlQa5dSWgH8KL9OGhCuvmVvb7NXnzKDSWNqK1gbSZIkSZI00JQrOJsFbO3hmi35dVLFPbq+gZseeRqACLj0+XMqXCNJkiRJkjTQlCs42wi8qKuTERH5+U1lKk/ql68WzG127rGHMPugMRWsjSRJkiRJGojKFZz9CDgxIn4YEfssHJDv/wBYkG+litqwfQ8/u3dNx/6iM+1tJkmSJEmSnqmvq2p29iHg+cBFwCsi4ilgPXAIcChQDfwZuKJM5Ul99s07V9LU2gbASYdN4OTDJ1W4RpIkSZIkaSAqS4+zlNIOsuDsA8BK4DDg2fl2BfB+4Iz8Oqli9rQkvnPXEx379jaTJEmSJEldKVePM1JKTcDHgY9HxFhgPLDNsEwDya1PtrBtdzMAh08ezQuPnVrhGkmSJEmSpIGqbMFZoTwsMzDTgNLalvjNquaO/bc+fzbVVVHBGkmSJEmSpIGsrMFZREwBXgUcA4xJKb214Phs4IGU0u5ylimV6u71rWzcnQCYOLqGi06eWeEaSZIkSZKkgaxswVlEXAp8HhgJBJCAt+anDwHuBBYBXytXmVKpUkr8euXe3mYXn3Y4o2qrK1gjSZIkSZI00JVlcYCIeCFwFfAo8ArgK4XnU0oPAg8BLy9HeVJv/WnFZlZsy1bSrB1RxcXPnVXZCkmSJEmSpAGvXD3O/gVYC5yVUtoeEc8qcs0S4LllKk/qlatvXd7x9atOOpQp9XUVrI0kSZIkSRoMytLjDDgFuD6ltL2ba54EXMJQB9xjG3bw+6UbOvYvff6cCtZGkiRJkiQNFuUKzmqBnT1cMwFoLVN5Usm+dtve3mYnTqnmyIPHVrA2kiRJkiRpsChXcLYSOLmHa04FHilTeVJJnm5o5Cf3PNWx/+LZNRWsjSRJkiRJGkzKFZxdB5wREa8udjIiLgEWAD8pU3lSSb5950qaWrJFAWaPr+KoieX6kZckSZIkSUNduRYH+C/gdcD3IuIiYDxARPwDcAbwSmAZ8IUylSf1aHdTK9+6a1XH/otn1RARFayRJEmSJEkaTMoSnKWUtkTEWcC3gMJeZ5/Pt7cCr08p9TQPmlQ2P757NVt3NQMwc9IoTj7E0EySJEmSJJWuXD3OSCk9ASyMiAXAc4HJwDbgrpTS3eUqRypFa1viq7et6Ni/9PTZVDev6uYOSZIkSZKkfZUtOGuXUloCLCn3c6Xe+N1f17Fq0y4Axo+q4dWnzOTPdxqcSZIkSZKk0jlTuoakq25Z3vH1G087jDF1Zc+IJUmSJEnSEFe2NCEiaoCXAc8BJgLVRS5LKaVLy1WmVMzdqzZzzxNbAaitruLvnjurovWRJEmSJEmDU1mCs4iYDvwOmAd0NwN7AgzOtF8V9jZ7+bOmc/C4kRWsjSRJkiRJGqzK1ePsU8AxwPeAq4HVQEuZni2VbMXGnfz2r+s79t96xpwK1kaSJEmSJA1m5QrOzgVuSSm9oUzPk/rka7ctJ6Xs67OPnsJRh9RXtkKSJEmSJGnQKtfiACOBP5bpWVKfbNrRyI/+8mTH/mVn2ttMkiRJkiT1XbmCsweBw8v0LKlPvnPXEzS2tAFw/KHjeO6cyRWukSRJkiRJGszKFZx9ErgwIo4t0/OkXtnT3Mq37lzZsX/ZGXOI6G6dCkmSJEmSpO6Va46zDcAvgDsi4nPA3cDWYhemlG4pU5lSh5/e8xSbdjYBcOiEUZw/f1qFayRJkiRJkga7cgVni4EEBPDB/OuuVJepTAmAtrbEV29d3rF/yemzqKkuV2dKSZIkSZI0XJUrOPsI3Ydl0n7zh4c3sHzjTgDqR47gdc85rMI1kiRJkiRJQ0FZgrOU0hXleE6pImIGWVh3HjAZWAv8DLgypbSlhPsXAjeVUNRhKaXVne49FrgCWAiMA1YB3wc+kVLaXeIrqIyuuuXxjq9ff+phjK0rVx4sSZIkSZKGs0GXMETEEcAdwMHAdcDDwHOAdwHnRcTpKaVNPTxmJXBlF+fmA68EHiwSmp0K3AjUAD8GVgMvAD4EnBMR56SUGvvyXuqbe57Ywp9XZlnpiKrgkufNrnCNJEmSJEnSUDHogjPgy2Sh2TtTSl9oPxgRnwYuBz4GvK27B6SUVpL1GnuGiPhe/uXVnY5XA98ARgMvSyn9PD9eBfwQeFVe/id6+0Lqu8K5zS48cTpTx4+sYG0kSZIkSdJQ0qfgLCJuJJvT7O9SSk/m+6VIKaVz+lJmXu4RwLlkPca+1On0h4FFwMUR8Z6U0s4+PP8g4BXAbuBbnU6fBRwD3NIemgGklNoi4p/JgrO3RcR/ppSc7+0AWLVpJzc8uK5j/7Iz5lSwNpIkSZIkaajpa4+zhWTB2eiC/VL0N1A6O9/+NqXUts+DU2qIiNvJgrXTgD/04fl/B9QB30opbe107gX59obON6WUlkfEo8BRwBzg8c7XqPy+ftsK2vKfqDPmHsQx08ZVtkKSJEmSJGlIicHUOSoiPgm8F3hvSulTRc5/EXgH8PaU0lf68PyHgaOB01NKd3Q69yPgIuCilNJPitx7PfAS4PyU0q97KOfuLk7Nmzt37uirrrqq5Do3NDQAUF9fX/I9Q8GOpsS7b95FU2u2/95TRnL8QdXd3jNc26qvbK/S2Vals61KZ1uVzrYqnW3VO7ZX6Wyr0tlWpbOtSmdblc62Kt1QaqtFixaxbNmye1JKJ/f23qr9UaH9aHy+3dbF+fbjE3r74Ig4iyw0e7BzaLa/y1bv3bi6uSM0m1lfxXGTB9uPsiRJkiRJGugG4+IA+8uifFt6d68+6irhjIi76+vrT1q4cGHJz1q8eDEAvblnsNvT3Mp7b7upY//yF8/n7JNm9HjfcGyr/rC9Smdblc62Kp1tVTrbqnS2Ve/YXqWzrUpnW5XOtiqdbVU626p0Q6mt+tNrruzBWUTMAA4lmyvsGVJKt/Tj8e29usZ3cb79+NbePDQiJpFN7r8b+PaBLFu9d919T7FxRyMAU8eN5IIF0ytcI0mSJEmSNBSVLTiLiHOBzwDzeri0+4mouvdIvj2qi/Nz8+2jvXxu+6IA3yyyKMD+Llu90NaWuPrWFR37l5w+i9oRDtOUJEmSJEnlV5bEISJOA64nm9/ri0AAtwBXAw/n+78APtLPotrH550bEfvUPSLqgdOBXcBdvXzuZfm2u2GaN+bb8zqfiIg5ZIHaKmB5L8tWLyx+dAOPbdgBwNi6EfztqYdVuEaSJEmSJGmoKldXnX8D9gDPTim9Kz92U0rpbcDxwL8DfwP8uD+FpJQeB34LzCJbPbPQlcAY4NsppZ3tByNiXkR02QsuIs4AjqHrRQHa3QwsBc6MiAsL7q8C/jPf/Z80mJYpHYSuumVvLvm6Z89k3MiaCtZGkiRJkiQNZeUaqvlc4OcppTUFx6oA8iDpQxHxYrJw66J+lvV24A7g8xFxDlmYdSpwNtkwyfd3un5pvo0unlfSogAppdaIuISs59mPI+LHwBPAOcApwO1kQ1W1nyx5cit3Ld8MQHVVcMnzZ1e4RpIkSZIkaSgrV4+z8WQhUrsmst5fhW4HzuxvQXmvs1OAa8gCs/cARwCfA05LKW0q9VkRMZEsyOtuUYDCsv8IPBu4DjgXuJzs3T8CvDCl1Nibd1HvFM5t9tIF0zh0wqgK1kaSJEmSJA115epxtgGY2Gn/iE7X1ABlSTpSSquBS0q8tqueZqSUtvS2TimlvwKv7s096r/Vm3fxqwfWduy/9Yw5FayNJEmSJEkaDsrV4+xR9g3K7gJeGBFHAUTEVOBVwLIyladh5hu3r6S1LZs+7vQjJ3P8oeMrXCNJkiRJkjTUlSs4uwE4KyIm5fufI+vJdW9E/JlsZc0pwGfLVJ6GkW27mvn+n/eOBL7M3maSJEmSJOkAKFdw9r9k85c1A6SUbicbzriCbFXNtcDfp5S+VabyNIx8909PsKupFYCjD6nnrKOmVLhGkiRJkiRpOCjLHGcppe3AHzsduxa4thzP1/DV1NLGN27fuyjAW8+YTUSX09ZJkiRJkiSVTbl6nEn7xc/vX8OGhmyx0oPr67jwxOkVrpEkSZIkSRouDM40YKWUuPqW5R37bz59FnUjqitYI0mSJEmSNJz0aahmRCzv+aqiUkrpiJ4vk+CWZRt5ZH0DAKNrq3nDcw6vcI0kSZIkSdJw0tc5zqqA1If7nJxKJSvsbfbaZ89k/OiaCtZGkiRJkiQNN30KzlJKs8pcD2kfD63Zxm2PbQSgKuAtp8+ucI0kSZIkSdJw4xxnGpAKe5udP38aMyeNrmBtJEmSJEnScNTXoZrdiohxwHhgW0pp+/4oQ0PXmq27+cWStR37i86cU8HaSJIkSZKk4apsPc4iojYi3h8RjwNbgJXAloh4PD9eW66yNLR94/YVtLZlU+idOnsSC2ZMqGyFJEmSJEnSsFSWHmcRUQ/8ATiZbNGAJ4B1wFTgcOAjwIURcU5KaUc5ytTQtH1PM9/70+qOfXubSZIkSZKkSilXj7MrgVOAa4G5KaXZKaXnppRmA3OBnwHPzq+TuvT9Pz3BjsYWAI6YMoazjz64wjWSJEmSJEnDVbmCs1cD96WULkoprSg8ke9fBNwPvKZM5WkIampp4+u3rezYv+yMOVRVReUqJEmSJEmShrVyBWcHAb/p6mRKKeXnJ5epPA1Bv3xgDeu27wHgoLG1vPxZh1a4RpIkSZIkaTgrV3C2EpjQwzXj8+ukZ0gpcdUtezsr/t1zZzGyprqCNZIkSZIkScNduYKzq4HXRMSMYicj4jDgtfl10jPc/tgmlq7dDsDImireeNrhFa6RJEmSJEka7sqyqibwU+BM4J6I+CxwC7AeOAQ4C3gXcDNwbR6idUgpPVGmOmgQu+rW5R1fv+aUmUwcU1vB2kiSJEmSJJUvOFsOJCCAjxY5H8CF+adQKmMdNEgtXbudWx59GoAIuPT5sytcI0mSJEmSpPKFVt8iC8GkXvvqrXvnNjvvuKkcPnlMBWsjSZIkSZKU+f/bu+94Saoy4eO/Z4gCI6AL6itKchBcxEUQUARBVhYx4CqG9V0UFNFFVFBeswuoqGtAggGRtGYUA2ZZgSGKCqKLShjAQYJIHBjSkJ73j3N6aHqq71TfuXfu9O3f9/PpT02fc6rq1DPVdfs+99SpCUmcZeaeE7EdjZ4bbr+XH/7huoXv37T9BlPYG0mSJEmSpIdN1MMBpHE58by53P9gGay45bpr8swnrznFPZIkSZIkSSomJHEWEdu3bPeOidifpoc7FzzA13999cL3jjaTJEmSJEnLkokacXZaRHywX2VErBERpwCHTdD+NA2c9NtrmH/vAwCs/w+r8s+bPG6KeyRJkiRJkvSwiUqcXQEcEhH/ExGPyH5ExHOA3wMvAX4wQfvTkHvgwYc4/pyHHwqw93brs9yMmMIeSZIkSZIkPdJEJc62AL4G7AT8PiJeABAR7wNmA48D9svMV0zQ/jTkfvrHG7hu3j0APGbVFXnFM9eZ4h5JkiRJkiQ90kQ9VfNu4PURcTrwOeBnEfFn4B+By4FXZ+b/TsS+NPwyk2POunLh+9c9e11WXmG5KeyRJEmSJEnSoiYkcdaRmf8dEasBRwGbAjcB22fmTRO5Hw2386+6lT9edwcAKy0/gz22WXeKeyRJkiRJkrSoibpVk4iYERGHAkcAdwLnAWsBsyPi6RO1Hw2/L5991cJ/777FOjx2tZWmsDeSJEmSJEnNJiRxFhFPAs4E3gdcDGyZmc8FPgDMAn4dEftOxL403Ob8fT6nX3ojABHwxueuP8U9kiRJkiRJajZRI85+D2wLfBHYJjMvB8jMjwM7UG7ZPCoivjdB+9OQOvbsh5+k+YJNHscGa602hb2RJEmSJEnqb6LmOJsB7J6ZiyTGMvO8iHgGcAKw2wTtT0Poxvn38v2Lrlv4fp/tN5jC3kiSJEmSJI1tohJnm2fm3H6VmTkP+NeI2G+C9qch9JXzrua+Bx8CYPMnr8EW6645xT2SJEmSJEnqb0Ju1RwradbT7nMTsT8Nn7sWPMBXz7964ft9ttuAiJjCHkmSJEmSJI1t3ImziNg+Ip48QPtnRMTrxrs/DbfvXHANt99zPwBPfswq7PyPj5/iHkmSJEmSJI1tSUacnQHs2V0QEe+JiFv6tH8ZZZ4zjZgHHnyI4859+KEAe2+3PsvNcLSZJEmSJElati1J4qwp87EysMYSbFPT0C/+9HeuufUeANZYZQV232KdKe6RJEmSJEnS4k3IHGdSP5nJMWddufD9HtusyyorTtQzKSRJkiRJkiaPiTNNqt/OvY0/XHs7ACsuN4PXPXu9qe2QJEmSJElSSybONKmOOeuqhf9++TOfyFozV5rC3kiSJEmSJLVn4kyT5sqb7uSXl/x94fu9t1t/CnsjSZIkSZI0mCVNnOWE9ELT0rFnP/wkzZ02XpunrD1zCnsjSZIkSZI0mCWdpf3giDi4tzAiHlzC7WrI3XznAr77u2sXvn/T9htMYW8kSZIkSZIGt6SJsxiwvSPURsRXfnU19z3wEACbrbM6W6//mCnukSRJkiRJ0mDGnTjLTOdHU6N77nuQr/5q7sL3b9puAyIGzbFKkiRJkiRNLZNfmnAn/+5abrv7fgCeuMajeOGmj5/iHkmSJEmSJA3OxJkm1IMPJcedfdXC92987vosv5ynmSRJkiRJGj5mNDShAnjvCzdm8yevwaNXXp5XPetJU90lSZIkSZKkcRnKxFlErBMRx0fE9RGxICLmRsThEbHmOLb1zIj4RkRcW7f194g4MyJe19A2x3idPzFHN9xmzAh22fQJfH/fbfnFAduz2kpL+vwJSZIkSZKkqTF0WY2I2BA4D1gbOAW4FNgKeAewS0Rsm5m3tNzWfsARwG3AT4DrgMcAmwK7Al9pWO1q4MSG8msHOpAR8ITVHzXVXZAkSZIkSRq3oUucAV+gJM3enplHdQoj4jDgAOBQ4C2L20hE7AwcCfwPsHtmzu+pX6HPqnMz8+DxdV2SJEmSJEnDYqhu1ayjzXYG5gKf76k+CLgL2CMiVm2xuU8B9wCv7U2aAWTm/UvWW0mSJEmSJA2zYRtxtmNdnpqZD3VXZOb8iDiXkljbBjit30YiYlNgM+AHwK0RsSOwBZDA74EzerffZY2IeAPweOB24MLMdH4zSZIkSZKkaSYyc6r70FpEfAo4EDgwMz/TUP854K3Avpn5xTG2sxdwPHAMsDGwfU+Ti4GXZ+YVPev1C9YfgD0y8+KWx3Fhn6qNZ82atcoxxxzTZjMAzJ9fBsvNnDmz9TqjylgNxni1Z6zaM1btGav2jFV7xmowxqs9Y9WesWrPWLVnrNozVu1Np1jts88+zJkz53eZucWg6w7VrZrA6nV5e5/6Tvkai9nO2nX5RmA94EV12xsBXwOeDvwkIlbsWe8wYFtgLWAm8CzgZOAZwOkR8cQ2ByFJkiRJkqRl37DdqjlROgnD5YDXZOav6vs7IuJ1lFFoWwKvAL7ZWSkz39WznQuAV0bEybXtgZQHFIypX4YzIi6cOXPmM3fYYYfWBzJ79mwABllnVBmrwRiv9oxVe8aqPWPVnrFqz1gNxni1Z6zaM1btGav2jFV7xqq96RSrJRk1N2wjzjojylbvU98pn7eY7XTqb+hKmgGQ5d7VU+rbrVr26+i67L3lU5IkSZIkSUNq2BJnl9XlRn3qZ9Xl5S23M69P/W11+ah23eKmumzzNE9JkiRJkiQNgWFLnJ1RlztHxCP6HhEzKfOP3Q0s7imX5wN3AetFRFOya9O6/EvLfm1Tl1e1bC9JkiRJkqRl3FAlzjLzSuBUyoT+b+2pPoQy4uurmXlXpzAiNo6IjXu2czdwHLAy8NGIiK72Twf2BB6gTPzfKd8sIlbo7VNEbAYcWt9+bbzHJkmSJEmSpGXLMD4cYF/gPODIiNgJuATYGtiRcovmB3raX1KX0VP+IcqcZPsDz46Ic4HHAS+nJNT2r4m6jncCL4mIs4FrgAWUhwjsQnnIwJfpepCAJEmSJEmShtvQJc4y88qI2BL4MCVptSvwN+AI4JDMvG2s9bu2c0dEbAe8D3glsB9wD3AO8OnMPLVnlR8AjwY2A55PSa7dAvwM+HJm/nAJD02SJEmSJEnLkKFLnAFk5jXAXi3b9o406667kzJCrXeUWlPbH1CSZ5IkSZIkSRoBQzXHmSRJkiRJkrS0mDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIamDiTJEmSJEmSGpg4kyRJkiRJkhqYOJMkSZIkSZIaDGXiLCLWiYjjI+L6iFgQEXMj4vCIWHMc23pmRHwjIq6t2/p7RJwZEa/r0/5pEfHtiLgxIu6NiMsi4pCIeNSSH5kkSZIkSZKWFctPdQcGFREbAucBawOnAJcCWwHvAHaJiG0z85aW29oPOAK4DfgJcB3wGGBTYFfgKz3ttwZOB1YATgauAZ4P/CewU0TslJkLlvQYJUmSJEmSNPWGLnEGfIGSNHt7Zh7VKYyIw4ADgEOBtyxuIxGxM3Ak8D/A7pk5v6d+hZ73ywEnAKsAu2XmD2v5DODbwCvq/j8x7iOTJEmSJEnSMmOobtWso812BuYCn++pPgi4C9gjIlZtsblPAfcAr+1NmgFk5v09Rc8DNgHO6iTNaruHgHfXt2+JiGixb0mSJEmSJC3jhipxBuxYl6fWhNVCNfl1LmVE2DZjbSQiNgU2A04Fbo2IHSPiwIh4V0TsVEeR9Xp+Xf68tyIzrwIuB9YFNhjkgCRJkiRJkrRsisyc6j60FhGfAg4EDszMzzTUfw54K7BvZn5xjO3sBRwPHANsDGzf0+Ri4OWZeUXXOt8Bdqfc1vndhm3+GHgRsGtm/mwxx3Fhn6qNZ82atcoxxxwz1uqPMH9+GSw3c+bM1uuMKmM1GOPVnrFqz1i1Z6zaM1btGavBGK/2jFV7xqo9Y9WesWrPWLU3nWK1zz77MGfOnN9l5haDrjtsI85Wr8vb+9R3ytdYzHbWrss3AutREl6rAxsBXwOeDvwkIlachH1LkiRJkiRpCAzjwwEmQidhuBzwmsz8VX1/R0S8jjIKbUvKhP/fnOid98twRsSFM2fOfOYOO+zQeluzZ88GYJB1RpWxGozxas9YtWes2jNW7Rmr9ozVYIxXe8aqPWPVnrFqz1i1Z6zam06xWpJRc8M24qwzqmv1PvWd8nmL2U6n/oaupBkAWe5dPaW+3WoS9i1JkiRJkqQhMGyJs8vqcqM+9bPq8vKW25nXp/62unzUJOxbkiRJkiRJQ2DYEmdn1OXOvU++jIiZwLbA3cD5i9nO+cBdwHoRsWpD/aZ1+ZeustPrcpfexhGxASWhdjVw1WL2LUmSJEmSpCEwVImzzLwSOJUyof9be6oPAVYFvpqZd3UKI2LjiNi4Zzt3A8cBKwMfjYjoav90YE/gAeDkrtXOBC4Bto+Il3a1nwH8V317dA7TY0olSZIkSZLU1zA+HGBf4DzgyIjYiZLM2hrYkXKb5Ad62l9Sl9FT/iFge2B/4NkRcS7wOODllITa/jVRB0BmPhgRe1FGnp0cEScDfwV2ojxI4FzgsxN0jJIkSZIkSZpiQzXiDBaOOtsSOJGSMHsXsCFwBLBNZt7Scjt3ANsBHwMeA+wHvBg4B/iXzDyiYZ1fA8+iPDxgZ+AAykMBPgy8IDMXLMmxSZIkSZIkadkxjCPOyMxrgL1atu0dadZddydlhFrvKLWxtvdn4JVt20uSJEmSJGk4Dd2IM0mSJEmSJGlpMHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1MHEmSZIkSZIkNTBxJkmSJEmSJDUwcSZJkiRJkiQ1GMrEWUSsExHHR8T1EbEgIuZGxOERseYA25gdETnGa+WGdcZqf/7EHqUkSZIkSZKm0vJT3YFBRcSGwHnA2sApwKXAVsA7gF0iYtvMvGWATR7Sp/yBPuVXAyc2lF87wD4lSZIkSZK0jBu6xBnwBUrS7O2ZeVSnMCIOAw4ADgXe0nZjmXnwgPufO451JEmSJEmSNGSG6lbNOtpsZ2Au8Pme6oOAu4A9ImLVpdw1SZIkSZIkTTPDNuJsx7o8NTMf6q7IzPkRcS4lsbYNcFqbDUbEq4H1gfuAS4DTM3PBGKusERFvAB4P3A5cmJnObyZJkiRJkjTNDFvi7Kl1eXmf+jmUxNlGtEycAd/qeX9jRLw1M0/u0/4ZwHHdBRHxB2CPzLy45T4lSZIkSZK0jIvMnOo+tBYRxwBvAt6Umcc21B8KvB94f2Z+fDHbOoCSaLsIuAVYF3g98C5KQvFFmfnznnU+A3yXkri7F9gYeA+wO3Az8E+ZeV2L47iwT9XGs2bNWuWYY45Z3CYWmj9/PgAzZ85svc6oMlaDMV7tGav2jFV7xqo9Y9WesRqM8WrPWLVnrNozVu0Zq/aMVXvTKVb77LMPc+bM+V1mbjHoukM1x9lEyszPZuaPM/O6zLw3My/LzPdTEmczgEUSb5n5rsw8LzNvzsw7M/OCzHwlJZn2D8CBS/coJEmSJEmSNFmG7VbN2+ty9T71nfJ5S7CPY4HPAv8UETMzc36LdY4GXgFs32YH/TKcEXHhzJkzn7nDDju07SuzZ88GYJB1RpWxGozxas9YtWes2jNW7Rmr9ozVYIxXe8aqPWPVnrFqz1i1Z6zam06xWpJRc8M24uyyutyoT/2suuw3B9piZea9QCdZ1vbpnDcN2F6SJEmSJEnLuGFLnJ1RlztHxCP6HhEzgW2Bu4FxP+UyIp4KrElJnt3ccrVt6vKq8e5XkiRJkiRJy5ahSpxl5pXAqcB6wFt7qg+hjPj6ambe1SmMiI0jYuPuhhGxfkQ8pnf7EbEWcEJ9+63MfKCrbrOIWKFhnc2AQ+vbrw18UJIkSZIkSVomDdscZwD7AucBR0bETsAlwNbAjpRbND/Q0/6SuoyusucBR0fEOZRRYrcCTwZ2pcyTdgHw7p7tvBN4SUScDVwDLKA8VXMXYDngy8A3J+D4JEmSJEmStAwYusRZZl4ZEVsCH6YkrXYF/gYcARySmbe12MyFwLeALYDNgUdTbs28GPg28KXMvK9nnR/UdpsBzwdWBm4BfgZ8OTN/uGRHJkmSJEmSpGXJ0CXOADLzGmCvlm2joexiYM8B9/kDSvJMkiRJkiRJI2Co5jiTJEmSJEmSlhYTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUgMTZ5IkSZIkSVIDE2eSJEmSJElSAxNnkiRJkiRJUoOhTJxFxDoRcXxEXB8RCyJibkQcHhFrDrCN2RGRY7xW7rPe0yLi2xFxY0TcGxGXRcQhEfGoiTtCSZIkSZIkTbXlp7oDg4qIDYHzgLWBU4BLga2AdwC7RMS2mXnLAJs8pE/5Aw373ho4HVgBOBm4Bng+8J/AThGxU2YuGGDfkiRJkiRJWkYNXeIM+AIlafb2zDyqUxgRhwEHAIcCb2m7scw8uE27iFgOOAFYBdgtM39Yy2cA3wZeUff/ibb7liRJkiRJ0rJrqG7VrKPNdgbmAp/vqT4IuAvYIyJWnYTdPw/YBDirkzQDyMyHgHfXt2+JiJiEfUuSJEmSJGkpG6rEGbBjXZ5aE1YLZeZ84FzKiLBt2m4wIl4dEe+NiHdGxAsjYqU+TZ9flz/vrcjMq4DLgXWBDdruW5IkSZIkScuuYUucPbUuL+9TP6cuNxpgm98CPg58Bvgp8NeI2H0p7VuSJEmSJEnLqGGb42z1ury9T32nfI0W2zoF+DRwEXALZbTY64F3ASdFxIsys3t02YTtOyIu7FP1jD/96U9stFH73NtDD5WBdzNmDFsOdOkzVoMxXu0Zq/aMVXvGqj1j1Z6xGozxas9YtWes2jNW7Rmr9oxVe9MpVn/9618B1hvPusOWOJswmfnZnqLLgPdHxPXAUZRRaIvcljnJHlywYMHtc+bMmTvAOhvX5aWT0J/pxlgNxni1Z6zaM1btGav2jFV7xmowxqs9Y9WesWrPWLVnrNozVu1Np1itB9wxnhWHLXHWGdW1ep/6Tvm8JdjHscBngX+KiJl17rQJ3XdmbrEE/XuEzui1idzmdGWsBmO82jNW7Rmr9oxVe8aqPWM1GOPVnrFqz1i1Z6zaM1btGav2jFUxbOPtLqvLfvcyzqrLfvOQLVZm3gt0kmXdT+ec9H1LkiRJkiRp2TFsibMz6nLniHhE3yNiJrAtcDdw/nh3EBFPBdakJM9u7qo6vS53aVhnA0pC7WrgqvHuW5IkSZIkScuOoUqcZeaVwKmUe1Pf2lN9CGWE2Fcz865OYURsHBEbdzeMiPUj4jG924+ItYAT6ttvZeYDXdVnApcA20fES7vWmQH8V317dGbmeI5NkiRJkiRJy5Zhm+MMYF/gPODIiNiJkszaGtiRcpvkB3raX1KX0VX2PODoiDiHMkLsVuDJwK6UucouAN7dvZHMfDAi9qKMPDs5Ik4G/grsBGwJnEuZG02SJEmSJEnTwNAlzjLzyojYEvgw5bbJXYG/AUcAh2TmbS02cyHwLWALYHPg0ZRbMy8Gvg18KTPva9j3ryPiWZTRbTsDMym3Z34Y+ERmLljCw5MkSZIkSdIyIryzUJIkSZIkSVrUUM1xJkmSJEmSJC0tJs4kSZIkSZKkBibOJEmSJEmSpAYmziRJkiRJkqQGJs4kSZIkSZKkBibOJEmSJEmSpAYmziRJkiRJkqQGJs6GVESsExHHR8T1EbEgIuZGxOERseZU921pi4jHRsTeEfH9iLgiIu6JiNsj4pyIeGNENJ7nEfGciPhpRNxa1/nfiNg/IpZb2scw1SLi3yMi62vvPm1eHBGza2zvjIhfR8Trl3Zfp0JE7FTPrxvq5+36iPhFROza0HZkz6uIeFFEnBoR19ZjvyoivhMRz+7TflrHKiJ2j4ijIuLsiLijfr6+tph1Bo7JdPhsDhKriJgVEe+JiNMj4pqIuC8i/h4Rp0TEjovZz+sj4jc1TrfXuL14co5qcoznvOpZ/9iu6/1T+rRZLiIOqOffPfV8/GlEPGfijmTpGOfncLn6veKsiLit63p2UkRs1GedkTu3ImKliHhrPe6b67FfEhFHRsS6Y6w31LGKpfi9c9iv74PGapSv7+M9r3q2MTLX9yX4HI7c9X08sRrV6/uYMtPXkL2ADYG/Awn8APgEcHp9fynw2Knu41KOx1vqsV8PfB34OHA8MK+WnwxEzzq7AQ8AdwLHAZ+qsUvgO1N9TEs5fk+qsZpfj3/vhjb71bqbgc8DnwWuqWWfnupjmOT4fLIe5zXAMcDHgC8DvwM+6Xm18Nj/q+scObZel04G7gMeAv591GIF/L4ez3zgkvrvr43RfuCYTJfP5iCxAr5V6/8EfKle879XY5fA2/us9+muz/Jna7xuqWX7TXUMJuu86ln3JV3rJvCUhjYBfIeHv1N8qp6Pd9YY7zbVMZjMeAGrAafVdhcBh9fr2VeBucCLPbcSYHngnNrmEuCoGocza9k84GnTMVYspe+dTIPr+6CxYoSv7+M5r3rWH6nr+zg/hyN5fR/H53Bkr+9jxnGqO+BrHP9p8It6Ar6tp/ywWn70VPdxKcfj+fWHxYye8scDf60xeUVX+aOBG4EFwJZd5SsD59X2r5nq41pKsQvgl8CV9YfnIokzYD3g3nrhW6+rfE3girrOs6f6WCYpPm+qx3cisGJD/QqeVws/aw8CNwBr99TtWI/9qlGLVT32WfVztgNj/xI6cEym02dzwFjtCWzeUP48SqJ2AfCEnrrn1G1eAazZE8NbahzXm6jjWVZi1bPeWvUz+i1gNv1/sfq3WncusHJX+bNqbG8EZk51HCYrXpRfKhJ4c5/6FXrej+S5Bbyy1v+SRb9/HVLrjp+OsWIpfO9kmlzfxxGrPRnR6/ugseppM3LX9/HEixG9vo/jcziy1/exXt6qOWQiYkNgZ0pW/PM91QcBdwF7RMSqS7lrUyYzT8/MH2XmQz3lNwBH17c7dFXtTvkB863MvKCr/b3AB+vb/5i8Hi9T3k65mO5FOXeavAFYCfhcZs7tFGbmbZTRV1D+kjGtRMRKwKGUHyj7ZOZ9vW0y8/6ut6N8Xq1LufX/15l5Y3dFZp5B+evnWl3FIxGrzDwjM+dk/eawGOOJybT5bA4Sq8w8MTMvaig/k/ILw4qUL3DdOnE4tMans85cys/SlSjXwWXegOdVt2Pq8q2Ladc5zz5Yz7/Ofn8LnEQ5T3cfcN9TZpB4RcQzgdcCJ2Xml/ps7/6eolE9tzaoy5/0fv8CTqnLtXrKp0WsltL3zmlxfR80VqN8fR/HedVt5K7vg8ZrlK/v4zi3Rvb6PhYTZ8Onc3//qQ0n/3zKXxBWAbZZ2h1bRnUugA90lT2/Ln/e0P4s4G7gOTVxMm1FxCaU4clHZOZZYzQdK14/62kznbyA8kPhe8BDUebvek9EvCOa5+wa5fNqDuUvwVtFxD90V0TE9sBMyl+tOkY5Vv2MJyaj+tkcS9M1H0Y8VhGxJ/Ayyl/Zbxmj3cqUX0rvBs5uaDLdY/XauvxmRKweZf7P90XEPv3mC2J0z60/1eULG+bH6cxn88ue8lGI1UR97xzVWI2n/UjHyut7o6Z4eX1v1hQrr+8Nlp/qDmhgT63Ly/vUz6GMSNuIcg/3yIqI5YHX1bfdH+K+MczMByLiL8A/UrLtl0xqJ6dIjc1XKaOp3r+Y5mPF628RcRewTkSskpl3T2xPp9Sz6vJeyjwIm3ZXRsRZwO6ZeVMtGtnzKjNvjYj3UG4X/3NE/IAyLHtD4KXA/wBv7lplZGM1hvHEZFQ/m43qZLU7UX4pOKurfFXgicCdmfm3hlXn1GXjpMDDrsblCMotd6cspvmGwHKUW6ubfpmd1rHi4ev+upQpDB7bVZcR8UXKHEsPwsifWz+h/GHp5cDFEfFLyh9QtgCeS5kTZ+GdEaMQqwn+3jmtr+9jxKpf+5G9vo8VK6/vixojXl7fe4wRK6/vDRxxNnxWr8vb+9R3yteY/K4s8z5BSXb8NDN/0VVuDOE/gc2BPTPznsW0bRuv1fvUD6u16/L/Ue7Z344ycmoz4FRge8oEqx0jfV5l5uGUH7DLU+aGey9ljoRrgBN7buEc6Vj1MZ6YjOpncxF1pMbXKbcCHNx9mwAjfL7VvxT/N2Xi57e3WGVkY1V1rvuHUW4L24Ry3f9nyi9a+wIf6mo/svGqt3PuTpnv5qmU8+tAyp0RZwHf6PnlfBRiNZHfO6f79b1frBbh9b05Vl7f++p3bnl9X1RjrLy+NzNxpmkpIt4OvIvyxJg9prg7y5SI2Joyyuwzmfmrqe7PMqxzfXwAeGlmnpOZd2bmxcC/AtcCz+tz2+bIiYh3U57KcyLlr5qrUv4ydRXw9Yj45NT1TtNZRCxHGUG7LWWOlk9PbY+WKQdQJtV+U88vm2rWue5fCrw6My+t1/3TKL9EPAS8MyJWnLIeLiPqbV8nUb5rvRV4AuWXp10pIzrOiojdpq6HS5ffO9sbJFajfn1fTKy8vvdYTLy8vncZK1Ze35uZOBs+i/sLU6d83uR3ZdkUEftRhi3/GdgxM2/taTKyMaxDcr9CGfr/ocU072gbr35/ZRhW8+ryou6JeQHqbRGdv8xsVZejfF7tAPwX8MPMfGdmXpWZd2fm7yhJxuuAd0VEZ7LRkY3VGMYTk1H9bC5Uf6n6GmV047eBf2+Y2Hwkz7eI2IjygJMTMvOnLVcbyVh1mVeXP+rcrtORmX8A/kIZobBJLR7leHVGFX8gM7+UmTdk5h2Z+TPKL6ErUL6LdUzbWE3S985peX1vEavutiN9fR8rVl7fF9Xi3JpXlyN/fW8RK6/vDUycDZ/L6rLfPcKz6rLfHGjTWkTsT7nv+o+UC8ENDc36xrAmltanjDK6apK6OZVWoxz3JsC9EZGdF+WprABfrmWH1/djxesJlJFF1w7jHBuL0TnueX3qO3/de1RP+1E8rzoThZ7RW1HPi99Qft5sXotHOVb9jCcmo/rZBCAiVgC+CbwG+Abw2qZ5WzLzLkrydrUal17T9efm06hPseq+1tfr/fNqmzm17GX1/ZXAg8AG9bzrNV1j1THQdX+Ezy0Y+7r/B0qs1o2Ix9ayaRmrSfzeOe2u7y1j1Wk70tf3FrHy+t5lwM/hvD6bGYnre8tYeX1vYOJs+HRO4J17n3IRETMpQ5nvBs5f2h2banVy8s8Cv6dcCG7s0/T0utyloW57ylNJz8vMBRPeyam3ADiuz6vz+O9z6vvObZxjxeuFPW2mk9Moc5s9reGJMvDwwwL+UpejfF51ngTW+2hqesrvq8tRjlU/44nJqH42qbdSfIfyF9GvAHv0/gW5xyjGai79r/edL8rfqe/nAmTmvcB5lPNtu4ZtTtdYdXSeErZpb0WdZ6nz5X9uV9UonlswxnW/xmpmfXtfV9W0itUkf+8c1ViN/PW9Zazm4vUdGOjcGvnr+wCxGvnre6PM9DVkL8otYgm8raf8sFp+9FT3cQpi8qF67BcAj1lM20cDN1GSSFt2la9M+YGSwGum+pimIIYH12Pfu6d8fcqTJW8B1usqXxO4oq7z7Knu/yTF5JR6fAf0lO9MmQvhNmD1UT+vgFfV47sBeGJP3QtrrO4BHjuqsQJ2qMf1tT71A8dkun42W8RqJcoTnxI4FpjRYpvPqe2vANbsKl+vxu/e7hgOy2txsRpjvdl1vac01P1brTsXWLmr/Fn1/LwRePRUH/sknVurUv5qfh+wVU/dR+u6p3tuJcAXav0vgZV66j5e634zXWPFJH/vnE7X9wFjNdLX90FiNcY2Rub6PuC5NdLX9wFjNdLX936vqAekIRIRG1J+0K5N+cX+EmBrypMuLgeek5m3TF0Pl66IeD1lQvIHKUNPm+Z7mJuZJ3at8zLKROb3At8CbgVeSnlyyMnAq3LEPhwRcTDlds03ZeaxPXVvA46kXPhOovzQ2R1Yh/KQgQOXbm+XjohYh/JZexJlBNpFlC+zL+PhL7rf7Wr/MkbwvKoj8n5BeTLRfOD7lCTaJpTh3gHsn5lHdK3zMqZ5rOoxvqy+fTzwL5Rbcc6uZTd3f3bGE5Pp8tkcJFYRcQKwJ3AzD3+56zU7M2f37OMzwDspD/Y4GVgReDXlkfRvy8zPTdTxTKZBz6s+25hNuZ1nVmZe0VMXlPmEdqdMGvwjSoxeTflF/xWZecoEHMpSMY7P4QuAH9e336P8orU18FzKL5XPzcw5PfsYuXMrIp5IubthHcoIjZ9T/kCyLWXuz3uAnbLnIUTTIVZL63vndLi+DxqrUb6+j+e86rOd2YzA9X2cn8ORvL6P43M4stf3MU115s7X+F6UX+RPAP5G+UF6NXA4XRneUXnx8EipsV6zG9bbFvgpZdTQPcDFlCfULDfVxzTFcdy7T/1LgDMpiZG7gN8Cr5/qfi+FuKxF+SFzdf2s3UxJDG3Vp/1InleUiUL3p/ygvYMyX8uNlC8oO49irFpcm+ZOREymw2dzkFjx8F/Tx3od3Gc/e9b43FXjdSbw4qk+/sk+rxq20YnhIiMSav3y9by7uJ6Ht9Xz8jlTffxLI17AMyhf+m+q1/2/Al8E/s8Y+xm5c4vy8/HTlD/g3svD30dPADaerrFqEacJ+97JkF/fB40VI3x9H+951bCdTgyn9fV9CT6HI3d9H0+sGNHr+1gvR5xJkiRJkiRJDXw4gCRJkiRJktTAxJkkSZIkSZLUwMSZJEmSJEmS1MDEmSRJkiRJktTAxJkkSZIkSZLUwMSZJEmSJEmS1MDEmSRJkiRJktTAxJkkSZIkSZLUwMSZJEmSJEmS1MDEmSRJkiRJktTAxJkkSZIkSZLUwMSZJEkaehExOyJyqvsxkSJiVkR8PyJuiIiMiHlT3SdJkqRRY+JMkiQBUJMzGRFXR8TKfdrMrW2WX9r9GyURsRzwA2BX4MfAIcAnWqyXPa8HI+LmiDg9Il47xnobR8RREfHHiLg9Iu6LiOsj4icR8caIWGmMdT/Qtb+nDn60E9MPLT0RsWf9/95zqvsiSdJk80uvJEnq9WRgf1okajRp1geeBnw5M/cZx/qH1OUKwMbAbsCOEbFlZr6zu2FE/CdwEOUPqr8C/hu4E3gcsANwLPAfwJa9O4mIAPYGEgjgTcCB4+jvEvVDkiRpspg4kyRJ3W6jJEHeGxHHZubNU92hEfV/6vL68aycmQd3v4+InYD/AfaPiCMzc24tfz8lyXYN8MrM/HXvtiLixcC7+uxqZ2A94ERgF+D1EfH+zLxvkP5OQD8kSZImhbdqSpKkbncDHwFWp4z+WayI2KHetnVwn/q5ETG3p2zhrV4R8YKIODsi7oyImyLihIhYo7bbPCJ+HBG31fofRsR6Y/RlpYj4aET8JSIWRMSVEXFQRKzYp/3GEXFiRFxTbwv8e0R8o+mWw9ouI2KDiHhbRPxvRNwTEbNbxmmLiPhuRNxY+3Z1RHwhIp7Q0y6BM+vbg7pugzy4zX6aZOZpwKWUUWHPqvtZDzgYuB/YtSlZVdf9MSUp1uRNdfll4OvAPwD/OkjflrQfEfGqiDir3tp5T0RcHBHva7qts3MuRsRqEfHZ+v9+T0T8PiJeVtssX28/nRMR99ZzaL+GbS087yPi2RHxy9qH+RHxi4hoHBkXEatHxMcj4rK6/dtq+39ezD7+qd6yOi8i7o6IMyPiOX32sXxE7BsR50fEHbX9RRGxX0TM6Gm7Xt3HifXf34pye++9EXFBTVh2t58NnFDfnhCPvDV4vdpmZkR8KMott3fUmFwZESdFxBZNfZYkaVll4kySJPX6PHAl8OaImDXJ+3op8BPgJuBoYA6wJ/D9iNgGOIcyQv444FzgJcCPe3/57/Jt4A3Aj4DPUUbPHQx8NyKiu2FE7AL8Dvi/wG+Bw4HTgJcDv4mIZ/bZxxGU5OLF9d/nLu4ga/LhvNr/XwKHAZdRbj28ICLW72p+COU2RSgJtEPqa/bi9rO4btRl5yEKe1Fu5fxuZv5xrBUzc8EiG4t4HOX/7/LMPI8y6gxg0FtLx92PiPgYcBKwCfANyv95AB8DftEnYboCZfTdrsApwFeBDSnnyE51e/9BifexwGrAURHx6j7d2rq2XUD57PwM2Ak4OyK26+nvGpTz4L3A7ZRz7rvAs4FTI+LNffaxZV1v5dqnHwPPBU7rTfJGxAq1/vPAGjUux1C+9x/Fw+dWr3WB31BGEH61xmFT4JSI2LGr3YmUuFGXh3S95tXP2c+BDwN31P5+Efg1sH09VkmShkdm+vLly5cvX758QUmoXFv/vXt9/72eNnNr+fJdZTvUsoP7bHcuMLenbM+6zgPA87rKZ1CSGgncCvzfnvWOq3W79ZTPruWXA2t2la9MmS8rgT26ytek3JZ6M/C0nm1tSplb63c95SfW7VwHrD9AXFcDbgEeBLbrqXtP3eapPeVjxnQx/4fZUP7PwEP1tW4tO62233uc58t76/rv6yq7oO7jKQNsZ1z9oCRgEvgr8Piu8uUpidME3t/n/P0RsFJX+XZd59xvgTW66jYA7gMu6vN/lMB+PXW71fI5wIyu8i/V8i8B0VU+i5JIWwCs12cfe/bs4821/As95QfX8qOA5brKl6Ph80NJlHX2cVDPtv6llv+0p3zPpj7VuqfXuu831M2g6/Ppy5cvX758DcPLEWeSJGkRmXkyJeH0rxHx3Enc1Tczs3NbIpn5EGW0C8AfM/PrPe2/Upf/1Gd7H8nM27q2dy/wvvr2DV3tXkcZjXNQZv65ewNZRj19Gdg8Ip7WsI9PZuZf+h7RonYDHgOclJln99R9hpLMeUFEPHmAbY6p3tp3cEQcGhEnU0YABXB4Zl5dm3VuEb12HNvvPBTgIR7+P4GSXOw8JKCt8faj8//50cy8oVOYmQ9Q5kJ7qPaxyf7ZNXqt/r/8hZJQfU9mzuuqu4oyqnDTKE877XUF8IXugsw8hTJa8CmUpBx19Nu/U5Ky78vM7Go/BzgSWJFybvY6NzNP7Ck7npJ43qpTUEdivg24ATggMx/s2seDlLgkZZRlr6uBj/Ycxy8oicmtGtovzj29BZn5UPfnU5KkYeDDASRJUj/votwe9mlgm0naxwUNZZ0J8S9sqLuuLtfps70zG8rOoYz22ryrrHO72DP6zB22UV1uAvy5p+43ffbdT+eWz9N7KzLzgYg4izLqZ3NKkmIidOanS2AecDZwXGZ+bYK2/3zK7Y2/yMzrusq/QUkG7hkRH8zM+ydof03GiuvlEXEtsH5ErJ6Zt3dVz8vMKxu2dz3laab9zrvlgcfz8DnYcXZN+PaaDTyP8v96JvBUYBVKEuzWhvanAx/kkedpxyKfk8y8PyL+Tkn2dWxESdLOAT7Yc3dyxz2U87rX77sTbV2uYbDbK/8M/B74t4hYl3I75znABTngQyMkSVoWmDiTJEmNMvNXdbTS7hHx6sw8aRJ2c3tD2QMt6lbos72/9xbU5NTNwNpdxY+ty8WNjFqtoeyGhrKxrF6Xf+tT3ylfY8Dt9pWZjRmThv1uAjxxHLvozGN2Ys9+b42IHwGvoIy0O3kS+9Emrk+mxLX7XGo6r6CeWz1JtkfU0XzeLXLOVZ3zZPWe5XjOg3l91nmAcgtmR+e8nsXYD/doOq/H2kfru1Qy88GIeD7wn5Rbvv+rVs2PiP+mjLa7s+32JEmaat6qKUmSxvI+ytMOP95nonUot8RB/z/IrTHRnRrD43oLImJ5ytMe7+gq7iRHnpGZMcaraSL1bCgbS2dfj+9T/4SedkvLOXW50yArRcRawMvq22/2PFUxKUkzaP+QgHH1g2Unroucc1WnX7f3LCezv511v7+Y83r9MbeyhDLztsw8IDOfREni7U15qut+lAcFSJI0NEycSZKkvjKzM3/T+pS5k5p05ix6Um9FRDyFh0faLA3Payh7LmVUzkVdZefX5XaLNp9wnf3u0FtRk3qdPvxuKfSl2wmUpOgr+szltlBErNT19vWUubgupEw23/S6CfjnnqeFTnQ/xorrUyi38/6le76ySfLcPk957fSr08/LgLsptwev0dC+8+TKJTkPLqWMHNumPl1zsnRu6Wya8+0RMvOKzDyO8tm8kzISUZKkoWHiTJIkLc6HKb+Mf4DmW7wupYzm2i0iFt4OGRGPokx4vjR9KCIWzvkUESsDH69vT+hqdwLlmA6KiEUmPo+IGRGxwwT16QeUpzX+W0T0zhW3PyUp+cvMnKj5zVrJzLmUJzCuCPwkIrZsahcRuwA/6yrq3N66b2bu3fSiPjWS/pPzT0Q/jq/LD9ZRcJ12y1Hm5ZtBSeJNtlnAvt0FEbEbJVF0BWV+Oer8Xl8HZgIf6Wm/IfB2SgLxq4xTfTDCUZTRa0fWz+AjRMQTFpegbOGWulzkgRYRsX5EbNCwzprASjQ8NECSpGWZc5xJkqQx1XmrPgZ8sk/9/RFxBPAh4KKI+D7lO8YLKBOuX9+03iS5BPhTnZvtfsrolg2Bn9CVkMjMWyJid+D7wPkRcRrwJ8ptmE+iTIb+WGDlJe1QZt4ZEW8AvgOcGRHfoTwEYAtgZ8pcWG9e0v2Ms28fq6PeDgJ+GxHnUSaiv5NyC+L2lMTQBQA1mbgRcHFmjvWQhOMoida9IuKgmtCZsH7Udc6LiE8C7wb+WP/P7wJeCGxKuQX0U+2jMW4/Bz4TES8E/kB5kubLgXuBN/Q8OOC9lBGG+0XEs4AzKLcRv4qSUNtvwCe2NvkI8AzgLcBLIuJ0ygMN1qbEcFvK/03vQy8G8SvK6Ln9I+KxPDyf21F139+LiN9SPo/XA2tRPosr8PCcZ5IkDQVHnEmSpDaOBOaOUX8QZT60eylzW+0KfBf4F0oCa2l5FWUk0kso8ynNoIxmekVmPmJussw8DdiMcivqepREwxspSZfTgddMVKcy8xRKwuKnlJgcSJkQ/2hgi8y8aqL2NY6+fZhyzJ+j3Fa7F/D/gBcBV1JGjT23Nu+MNjt2MducC/ySMvLpJZPQj8467wH+jfIUyddRRm3NoDyd8gVL6SmOv6bclrkS5Zx7IeX82T4zz+7p762UpOwnKYnZdwKvpDypdZfM/MKSdqY+yfRllHhcBryY8oTcXSix+RBl5NuS7OM2ylx2fwb2pCTrPkIZVXYB8AnKQwV2qft+IeXW3l0z87Al2bckSUtb9HyHlCRJkrQYdfTdGcAhmXnwlHZGkiRNGkecSZIkSZIkSQ1MnEmSJEmSJEkNTJxJkiRJkiRJDZzjTJIkSZIkSWrgiDNJkiRJkiSpgYkzSZIkSZIkqYGJM0mSJEmSJKmBiTNJkiRJkiSpgYkzSZIkSZIkqYGJM0mSJEmSJKmBiTNJkiRJkiSpgYkzSZIkSZIkqYGJM0mSJEmSJKmBiTNJkiRJkiSpgYkzSZIkSZIkqYGJM0mSJEmSJKmBiTNJkiRJkiSpwf8HfyFeLWO8dusAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6), dpi=144)\n",
    "plt.grid()\n",
    "plt.plot(candidate_components, explained_ratios)\n",
    "plt.xlabel('Number of PCA Components')\n",
    "plt.ylabel('Explained Variance Ratio')\n",
    "plt.title('Explained variance ratio for PCA')\n",
    "plt.yticks(np.arange(0.5, 1.05, .05))\n",
    "plt.xticks(np.arange(0, 300, 20));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "def title_prefix(prefix, title):\n",
    "    return \"{}: {}\".format(prefix, title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting and projecting on PCA(n_components=140) ...\n",
      "Done in 0.18s\n",
      "Fitting and projecting on PCA(n_components=75) ...\n",
      "Done in 0.09s\n",
      "Fitting and projecting on PCA(n_components=37) ...\n",
      "Done in 0.07s\n",
      "Fitting and projecting on PCA(n_components=19) ...\n",
      "Done in 0.03s\n",
      "Fitting and projecting on PCA(n_components=8) ...\n",
      "Done in 0.03s\n",
      "Plotting sample image with different number of PCA conpoments ...\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x1900.8 with 30 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_row = 1\n",
    "n_col = 5\n",
    "\n",
    "sample_images = sample_images[0:5]\n",
    "sample_titles = sample_titles[0:5]\n",
    "\n",
    "plotting_images = sample_images\n",
    "plotting_titles = [title_prefix('orig', t) for t in sample_titles]\n",
    "candidate_components = [140, 75, 37, 19, 8]\n",
    "for c in candidate_components:\n",
    "    print(\"Fitting and projecting on PCA(n_components={}) ...\".format(c))\n",
    "    start = time.perf_counter()\n",
    "    pca = PCA(n_components=c)\n",
    "    pca.fit(X)\n",
    "    X_sample_pca = pca.transform(sample_images)\n",
    "    X_sample_inv = pca.inverse_transform(X_sample_pca)\n",
    "    plotting_images = np.concatenate((plotting_images, X_sample_inv), axis=0)\n",
    "    sample_title_pca = [title_prefix('{}'.format(c), t) for t in sample_titles]\n",
    "    plotting_titles = np.concatenate((plotting_titles, sample_title_pca), axis=0)\n",
    "    print(\"Done in {0:.2f}s\".format(time.perf_counter() - start))\n",
    "\n",
    "print(\"Plotting sample image with different number of PCA conpoments ...\")\n",
    "plot_gallery(plotting_images, plotting_titles, h, w,\n",
    "    n_row * (len(candidate_components) + 1), n_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting PCA by using training data ...\n",
      "Done in 0.15s\n",
      "Projecting input data for PCA ...\n",
      "Done in 0.01s\n"
     ]
    }
   ],
   "source": [
    "n_components = 140\n",
    "\n",
    "print(\"Fitting PCA by using training data ...\")\n",
    "start = time.perf_counter()\n",
    "pca = PCA(n_components=n_components, svd_solver='randomized', whiten=True).fit(X_train)\n",
    "print(\"Done in {0:.2f}s\".format(time.perf_counter() - start))\n",
    "\n",
    "print(\"Projecting input data for PCA ...\")\n",
    "start = time.perf_counter()\n",
    "X_train_pca = pca.transform(X_train)\n",
    "X_test_pca = pca.transform(X_test)\n",
    "print(\"Done in {0:.2f}s\".format(time.perf_counter() - start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching the best parameters for SVC ...\n",
      "Fitting 5 folds for each of 25 candidates, totalling 125 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Python38\\lib\\site-packages\\sklearn\\model_selection\\_split.py:676: UserWarning: The least populated class in y has only 2 members, which is less than n_splits=5.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters found by grid search:\n",
      "{'C': 10, 'gamma': 0.0005}\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "print(\"Searching the best parameters for SVC ...\")\n",
    "param_grid = {'C': [1, 5, 10, 50, 100],\n",
    "              'gamma': [0.0001, 0.0005, 0.001, 0.005, 0.01]}\n",
    "clf = GridSearchCV(SVC(kernel='rbf', class_weight='balanced'), param_grid, verbose=2, n_jobs=4)\n",
    "clf = clf.fit(X_train_pca, y_train)\n",
    "print(\"Best parameters found by grid search:\")\n",
    "print(clf.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predict test dataset ...\n",
      "Done in 0.01.\n",
      "\n",
      "confusion matrix:\n",
      "[[3 0 0 ... 0 0 0]\n",
      " [0 6 0 ... 0 0 0]\n",
      " [1 0 2 ... 0 0 0]\n",
      " ...\n",
      " [0 0 0 ... 2 0 0]\n",
      " [0 0 0 ... 0 5 0]\n",
      " [0 0 0 ... 0 0 5]]\n"
     ]
    }
   ],
   "source": [
    "start = time.perf_counter()\n",
    "print(\"Predict test dataset ...\")\n",
    "y_pred = clf.best_estimator_.predict(X_test_pca)\n",
    "cm = confusion_matrix(y_test, y_pred, labels=range(n_targets))\n",
    "print(\"Done in {0:.2f}.\\n\".format(time.perf_counter()-start))\n",
    "print(\"confusion matrix:\")\n",
    "# np.set_printoptions(threshold=np.nan)\n",
    "print(cm)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1152x1152 with 3 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_confusion_matrix(cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "          c0       0.43      1.00      0.60         3\n",
      "          c1       1.00      1.00      1.00         6\n",
      "          c2       1.00      0.50      0.67         4\n",
      "          c3       0.67      1.00      0.80         2\n",
      "          c4       1.00      0.71      0.83         7\n",
      "          c5       1.00      0.50      0.67         8\n",
      "          c6       1.00      0.83      0.91         6\n",
      "          c7       1.00      1.00      1.00         3\n",
      "          c8       1.00      1.00      1.00         5\n",
      "          c9       1.00      0.80      0.89         5\n",
      "         c10       1.00      1.00      1.00         5\n",
      "         c11       1.00      1.00      1.00         2\n",
      "         c12       1.00      0.33      0.50         3\n",
      "         c13       1.00      1.00      1.00         3\n",
      "         c14       1.00      1.00      1.00         3\n",
      "         c15       1.00      1.00      1.00         4\n",
      "         c16       1.00      1.00      1.00         2\n",
      "         c17       1.00      1.00      1.00         2\n",
      "         c18       1.00      1.00      1.00         3\n",
      "         c19       1.00      1.00      1.00         3\n",
      "         c20       0.25      1.00      0.40         1\n",
      "         c21       1.00      1.00      1.00         4\n",
      "         c22       0.80      1.00      0.89         4\n",
      "         c23       1.00      1.00      1.00         3\n",
      "         c24       1.00      1.00      1.00         6\n",
      "         c25       1.00      1.00      1.00         5\n",
      "         c26       1.00      1.00      1.00         3\n",
      "         c27       1.00      1.00      1.00         3\n",
      "         c28       1.00      1.00      1.00         4\n",
      "         c29       0.67      1.00      0.80         4\n",
      "         c30       1.00      1.00      1.00         6\n",
      "         c31       1.00      0.80      0.89         5\n",
      "         c32       1.00      1.00      1.00         5\n",
      "         c33       1.00      0.86      0.92         7\n",
      "         c34       0.75      1.00      0.86         3\n",
      "         c35       1.00      1.00      1.00         4\n",
      "         c36       1.00      1.00      1.00         2\n",
      "         c37       1.00      1.00      1.00         2\n",
      "         c38       1.00      1.00      1.00         5\n",
      "         c39       0.71      1.00      0.83         5\n",
      "\n",
      "    accuracy                           0.91       160\n",
      "   macro avg       0.93      0.93      0.91       160\n",
      "weighted avg       0.95      0.91      0.92       160\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred, target_names=target_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}